Overview

Brought to you by YData

Dataset statistics

Number of variables	122
Number of observations	307511
Missing cells	9152465
Missing cells (%)	24.4%
Total size in memory	96.5 MiB
Average record size in memory	329.0 B

Variable types

Numeric	106
Categorical	16

Alerts

`ORGANIZATION_TYPE` has a high cardinality: 58 distinct values	High cardinality
`NAME_CONTRACT_TYPE` is highly imbalanced (54.6%)	Imbalance
`NAME_TYPE_SUITE` is highly imbalanced (66.1%)	Imbalance
`NAME_EDUCATION_TYPE` is highly imbalanced (52.8%)	Imbalance
`NAME_HOUSING_TYPE` is highly imbalanced (72.1%)	Imbalance
`HOUSETYPE_MODE` is highly imbalanced (90.8%)	Imbalance
`EMERGENCYSTATE_MODE` is highly imbalanced (89.1%)	Imbalance
`OWN_CAR_AGE` has 202929 (66.0%) missing values	Missing
`OCCUPATION_TYPE` has 96391 (31.3%) missing values	Missing
`EXT_SOURCE_1` has 173378 (56.4%) missing values	Missing
`EXT_SOURCE_3` has 60965 (19.8%) missing values	Missing
`APARTMENTS_AVG` has 156061 (50.7%) missing values	Missing
`BASEMENTAREA_AVG` has 179943 (58.5%) missing values	Missing
`YEARS_BEGINEXPLUATATION_AVG` has 150007 (48.8%) missing values	Missing
`YEARS_BUILD_AVG` has 204488 (66.5%) missing values	Missing
`COMMONAREA_AVG` has 214865 (69.9%) missing values	Missing
`ELEVATORS_AVG` has 163891 (53.3%) missing values	Missing
`ENTRANCES_AVG` has 154828 (50.3%) missing values	Missing
`FLOORSMAX_AVG` has 153020 (49.8%) missing values	Missing
`FLOORSMIN_AVG` has 208642 (67.8%) missing values	Missing
`LANDAREA_AVG` has 182590 (59.4%) missing values	Missing
`LIVINGAPARTMENTS_AVG` has 210199 (68.4%) missing values	Missing
`LIVINGAREA_AVG` has 154350 (50.2%) missing values	Missing
`NONLIVINGAPARTMENTS_AVG` has 213514 (69.4%) missing values	Missing
`NONLIVINGAREA_AVG` has 169682 (55.2%) missing values	Missing
`APARTMENTS_MODE` has 156061 (50.7%) missing values	Missing
`BASEMENTAREA_MODE` has 179943 (58.5%) missing values	Missing
`YEARS_BEGINEXPLUATATION_MODE` has 150007 (48.8%) missing values	Missing
`YEARS_BUILD_MODE` has 204488 (66.5%) missing values	Missing
`COMMONAREA_MODE` has 214865 (69.9%) missing values	Missing
`ELEVATORS_MODE` has 163891 (53.3%) missing values	Missing
`ENTRANCES_MODE` has 154828 (50.3%) missing values	Missing
`FLOORSMAX_MODE` has 153020 (49.8%) missing values	Missing
`FLOORSMIN_MODE` has 208642 (67.8%) missing values	Missing
`LANDAREA_MODE` has 182590 (59.4%) missing values	Missing
`LIVINGAPARTMENTS_MODE` has 210199 (68.4%) missing values	Missing
`LIVINGAREA_MODE` has 154350 (50.2%) missing values	Missing
`NONLIVINGAPARTMENTS_MODE` has 213514 (69.4%) missing values	Missing
`NONLIVINGAREA_MODE` has 169682 (55.2%) missing values	Missing
`APARTMENTS_MEDI` has 156061 (50.7%) missing values	Missing
`BASEMENTAREA_MEDI` has 179943 (58.5%) missing values	Missing
`YEARS_BEGINEXPLUATATION_MEDI` has 150007 (48.8%) missing values	Missing
`YEARS_BUILD_MEDI` has 204488 (66.5%) missing values	Missing
`COMMONAREA_MEDI` has 214865 (69.9%) missing values	Missing
`ELEVATORS_MEDI` has 163891 (53.3%) missing values	Missing
`ENTRANCES_MEDI` has 154828 (50.3%) missing values	Missing
`FLOORSMAX_MEDI` has 153020 (49.8%) missing values	Missing
`FLOORSMIN_MEDI` has 208642 (67.8%) missing values	Missing
`LANDAREA_MEDI` has 182590 (59.4%) missing values	Missing
`LIVINGAPARTMENTS_MEDI` has 210199 (68.4%) missing values	Missing
`LIVINGAREA_MEDI` has 154350 (50.2%) missing values	Missing
`NONLIVINGAPARTMENTS_MEDI` has 213514 (69.4%) missing values	Missing
`NONLIVINGAREA_MEDI` has 169682 (55.2%) missing values	Missing
`FONDKAPREMONT_MODE` has 210295 (68.4%) missing values	Missing
`HOUSETYPE_MODE` has 154297 (50.2%) missing values	Missing
`TOTALAREA_MODE` has 148431 (48.3%) missing values	Missing
`WALLSMATERIAL_MODE` has 156341 (50.8%) missing values	Missing
`EMERGENCYSTATE_MODE` has 145755 (47.4%) missing values	Missing
`AMT_REQ_CREDIT_BUREAU_HOUR` has 41519 (13.5%) missing values	Missing
`AMT_REQ_CREDIT_BUREAU_DAY` has 41519 (13.5%) missing values	Missing
`AMT_REQ_CREDIT_BUREAU_WEEK` has 41519 (13.5%) missing values	Missing
`AMT_REQ_CREDIT_BUREAU_MON` has 41519 (13.5%) missing values	Missing
`AMT_REQ_CREDIT_BUREAU_QRT` has 41519 (13.5%) missing values	Missing
`AMT_REQ_CREDIT_BUREAU_YEAR` has 41519 (13.5%) missing values	Missing
`AMT_INCOME_TOTAL` is highly skewed (γ1 = 391.5596541)	Skewed
`FLAG_MOBIL` is highly skewed (γ1 = -554.5367436)	Skewed
`FLAG_CONT_MOBILE` is highly skewed (γ1 = -23.08117235)	Skewed
`FLAG_DOCUMENT_2` is highly skewed (γ1 = 153.7918174)	Skewed
`FLAG_DOCUMENT_4` is highly skewed (γ1 = 110.8943644)	Skewed
`FLAG_DOCUMENT_7` is highly skewed (γ1 = 72.17410795)	Skewed
`FLAG_DOCUMENT_10` is highly skewed (γ1 = 209.5890537)	Skewed
`FLAG_DOCUMENT_12` is highly skewed (γ1 = 392.1147791)	Skewed
`FLAG_DOCUMENT_15` is highly skewed (γ1 = 28.69933309)	Skewed
`FLAG_DOCUMENT_17` is highly skewed (γ1 = 61.21414027)	Skewed
`FLAG_DOCUMENT_19` is highly skewed (γ1 = 40.95613431)	Skewed
`FLAG_DOCUMENT_20` is highly skewed (γ1 = 44.3648968)	Skewed
`FLAG_DOCUMENT_21` is highly skewed (γ1 = 54.61293914)	Skewed
`AMT_REQ_CREDIT_BUREAU_DAY` is highly skewed (γ1 = 27.04350471)	Skewed
`AMT_REQ_CREDIT_BUREAU_QRT` is highly skewed (γ1 = 134.3657684)	Skewed
`SK_ID_CURR` has unique values	Unique
`TARGET` has 282686 (91.9%) zeros	Zeros
`CNT_CHILDREN` has 215371 (70.0%) zeros	Zeros
`FLAG_EMP_PHONE` has 55386 (18.0%) zeros	Zeros
`FLAG_WORK_PHONE` has 246203 (80.1%) zeros	Zeros
`FLAG_PHONE` has 221080 (71.9%) zeros	Zeros
`FLAG_EMAIL` has 290069 (94.3%) zeros	Zeros
`REG_REGION_NOT_LIVE_REGION` has 302854 (98.5%) zeros	Zeros
`REG_REGION_NOT_WORK_REGION` has 291899 (94.9%) zeros	Zeros
`LIVE_REGION_NOT_WORK_REGION` has 295008 (95.9%) zeros	Zeros
`REG_CITY_NOT_LIVE_CITY` has 283472 (92.2%) zeros	Zeros
`REG_CITY_NOT_WORK_CITY` has 236644 (77.0%) zeros	Zeros
`LIVE_CITY_NOT_WORK_CITY` has 252296 (82.0%) zeros	Zeros
`BASEMENTAREA_AVG` has 14745 (4.8%) zeros	Zeros
`COMMONAREA_AVG` has 8442 (2.7%) zeros	Zeros
`ELEVATORS_AVG` has 85718 (27.9%) zeros	Zeros
`LANDAREA_AVG` has 15600 (5.1%) zeros	Zeros
`NONLIVINGAPARTMENTS_AVG` has 54549 (17.7%) zeros	Zeros
`NONLIVINGAREA_AVG` has 58735 (19.1%) zeros	Zeros
`BASEMENTAREA_MODE` has 16598 (5.4%) zeros	Zeros
`COMMONAREA_MODE` has 9690 (3.2%) zeros	Zeros
`ELEVATORS_MODE` has 89498 (29.1%) zeros	Zeros
`FLOORSMAX_MODE` has 3415 (1.1%) zeros	Zeros
`LANDAREA_MODE` has 17453 (5.7%) zeros	Zeros
`NONLIVINGAPARTMENTS_MODE` has 59255 (19.3%) zeros	Zeros
`NONLIVINGAREA_MODE` has 67126 (21.8%) zeros	Zeros
`BASEMENTAREA_MEDI` has 14991 (4.9%) zeros	Zeros
`COMMONAREA_MEDI` has 8691 (2.8%) zeros	Zeros
`ELEVATORS_MEDI` has 87026 (28.3%) zeros	Zeros
`LANDAREA_MEDI` has 15919 (5.2%) zeros	Zeros
`NONLIVINGAPARTMENTS_MEDI` has 56097 (18.2%) zeros	Zeros
`NONLIVINGAREA_MEDI` has 60954 (19.8%) zeros	Zeros
`OBS_30_CNT_SOCIAL_CIRCLE` has 163910 (53.3%) zeros	Zeros
`DEF_30_CNT_SOCIAL_CIRCLE` has 271324 (88.2%) zeros	Zeros
`OBS_60_CNT_SOCIAL_CIRCLE` has 164666 (53.5%) zeros	Zeros
`DEF_60_CNT_SOCIAL_CIRCLE` has 280721 (91.3%) zeros	Zeros
`DAYS_LAST_PHONE_CHANGE` has 37672 (12.3%) zeros	Zeros
`FLAG_DOCUMENT_2` has 307498 (> 99.9%) zeros	Zeros
`FLAG_DOCUMENT_3` has 89171 (29.0%) zeros	Zeros
`FLAG_DOCUMENT_4` has 307486 (> 99.9%) zeros	Zeros
`FLAG_DOCUMENT_5` has 302863 (98.5%) zeros	Zeros
`FLAG_DOCUMENT_6` has 280433 (91.2%) zeros	Zeros
`FLAG_DOCUMENT_7` has 307452 (> 99.9%) zeros	Zeros
`FLAG_DOCUMENT_8` has 282487 (91.9%) zeros	Zeros
`FLAG_DOCUMENT_9` has 306313 (99.6%) zeros	Zeros
`FLAG_DOCUMENT_10` has 307504 (> 99.9%) zeros	Zeros
`FLAG_DOCUMENT_11` has 306308 (99.6%) zeros	Zeros
`FLAG_DOCUMENT_12` has 307509 (> 99.9%) zeros	Zeros
`FLAG_DOCUMENT_13` has 306427 (99.6%) zeros	Zeros
`FLAG_DOCUMENT_14` has 306608 (99.7%) zeros	Zeros
`FLAG_DOCUMENT_15` has 307139 (99.9%) zeros	Zeros
`FLAG_DOCUMENT_16` has 304458 (99.0%) zeros	Zeros
`FLAG_DOCUMENT_17` has 307429 (> 99.9%) zeros	Zeros
`FLAG_DOCUMENT_18` has 305011 (99.2%) zeros	Zeros
`FLAG_DOCUMENT_19` has 307328 (99.9%) zeros	Zeros
`FLAG_DOCUMENT_20` has 307355 (99.9%) zeros	Zeros
`FLAG_DOCUMENT_21` has 307408 (> 99.9%) zeros	Zeros
`AMT_REQ_CREDIT_BUREAU_HOUR` has 264366 (86.0%) zeros	Zeros
`AMT_REQ_CREDIT_BUREAU_DAY` has 264503 (86.0%) zeros	Zeros
`AMT_REQ_CREDIT_BUREAU_WEEK` has 257456 (83.7%) zeros	Zeros
`AMT_REQ_CREDIT_BUREAU_MON` has 222233 (72.3%) zeros	Zeros
`AMT_REQ_CREDIT_BUREAU_QRT` has 215417 (70.1%) zeros	Zeros
`AMT_REQ_CREDIT_BUREAU_YEAR` has 71801 (23.3%) zeros	Zeros

Reproduction

Analysis started	2025-03-25 03:06:05.989448
Analysis finished	2025-03-25 03:06:08.079253
Duration	2.09 seconds
Software version	ydata-profiling vv4.15.1
Download configuration	config.json

SK_ID_CURR
Real number (ℝ)

Unique

Distinct	307511
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	278180.5186

Minimum	100002
Maximum	456255
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	100002
5-th percentile	117945.5
Q1	189145.5
median	278202
Q3	367142.5
95-th percentile	438427.5
Maximum	456255
Range	356253
Interquartile range (IQR)	177997

Descriptive statistics

Standard deviation	102790.1753
Coefficient of variation (CV)	0.3695088926
Kurtosis	-1.198987778
Mean	278180.5186
Median Absolute Deviation (MAD)	88999
Skewness	-0.001200235077
Sum	8.554356945 × 10¹⁰
Variance	1.056582015 × 10¹⁰
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100002	1	< 0.1%
337664	1	< 0.1%
337661	1	< 0.1%
337660	1	< 0.1%
337659	1	< 0.1%
337658	1	< 0.1%
337657	1	< 0.1%
337656	1	< 0.1%
337655	1	< 0.1%
337654	1	< 0.1%
Other values (307501)	307501	> 99.9%

Value	Count	Frequency (%)
100002	1	< 0.1%
100003	1	< 0.1%
100004	1	< 0.1%
100006	1	< 0.1%
100007	1	< 0.1%

Value	Count	Frequency (%)
456255	1	< 0.1%
456254	1	< 0.1%
456253	1	< 0.1%
456252	1	< 0.1%
456251	1	< 0.1%

TARGET
Real number (ℝ)

Zeros

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.08072881946

Minimum	0
Maximum	1
Zeros	282686
Zeros (%)	91.9%
Negative	0
Negative (%)	0.0%
Memory size	300.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.2724186456
Coefficient of variation (CV)	3.37449064
Kurtosis	7.475109389
Mean	0.08072881946
Median Absolute Deviation (MAD)	0
Skewness	3.078158666
Sum	24825
Variance	0.0742119185
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	282686	91.9%
1	24825	8.1%

Value	Count	Frequency (%)
0	282686	91.9%
1	24825	8.1%

Value	Count	Frequency (%)
1	24825	8.1%
0	282686	91.9%

NAME_CONTRACT_TYPE
Categorical

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	300.6 KiB

Cash loans	278232
Revolving loans	29279

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Cash loans
2nd row	Cash loans
3rd row	Revolving loans
4th row	Cash loans
5th row	Cash loans

Common Values

Value	Count	Frequency (%)
Cash loans	278232	90.5%
Revolving loans	29279	9.5%

Common Values (Plot)

CODE_GENDER
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	300.6 KiB

F	202448
M	105059
XNA	4

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	M
2nd row	F
3rd row	M
4th row	F
5th row	M

Common Values

Value	Count	Frequency (%)
F	202448	65.8%
M	105059	34.2%
XNA	4	< 0.1%

Common Values (Plot)

FLAG_OWN_CAR
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	300.6 KiB

N	202924
Y	104587

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	N
2nd row	N
3rd row	Y
4th row	N
5th row	N

Common Values

Value	Count	Frequency (%)
N	202924	66.0%
Y	104587	34.0%

Common Values (Plot)

FLAG_OWN_REALTY
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	300.6 KiB

Y	213312
N	94199

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Y
2nd row	N
3rd row	Y
4th row	Y
5th row	Y

Common Values

Value	Count	Frequency (%)
Y	213312	69.4%
N	94199	30.6%

Common Values (Plot)

CNT_CHILDREN
Real number (ℝ)

Zeros

Distinct	15
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.4170517477

Minimum	0
Maximum	19
Zeros	215371
Zeros (%)	70.0%
Negative	0
Negative (%)	0.0%
Memory size	300.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	2
Maximum	19
Range	19
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.7221213844
Coefficient of variation (CV)	1.731491088
Kurtosis	7.904106359
Mean	0.4170517477
Median Absolute Deviation (MAD)	0
Skewness	1.97460447
Sum	128248
Variance	0.5214592939
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
0	215371	70.0%
1	61119	19.9%
2	26749	8.7%
3	3717	1.2%
4	429	0.1%
5	84	< 0.1%
6	21	< 0.1%
7	7	< 0.1%
14	3	< 0.1%
8	2	< 0.1%
Other values (5)	9	< 0.1%

Value	Count	Frequency (%)
0	215371	70.0%
1	61119	19.9%
2	26749	8.7%
3	3717	1.2%
4	429	0.1%

Value	Count	Frequency (%)
19	2	< 0.1%
14	3	< 0.1%
12	2	< 0.1%
11	1	< 0.1%
10	2	< 0.1%

AMT_INCOME_TOTAL
Real number (ℝ)

Skewed

Distinct	2548
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	168797.9193

Minimum	25650
Maximum	117000000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	25650
5-th percentile	67500
Q1	112500
median	147150
Q3	202500
95-th percentile	337500
Maximum	117000000
Range	116974350
Interquartile range (IQR)	90000

Descriptive statistics

Standard deviation	237123.1463
Coefficient of variation (CV)	1.404775291
Kurtosis	191786.5544
Mean	168797.9193
Median Absolute Deviation (MAD)	43650
Skewness	391.5596541
Sum	5.190721696 × 10¹⁰
Variance	5.62273865 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
135000	35750	11.6%
112500	31019	10.1%
157500	26556	8.6%
180000	24719	8.0%
90000	22483	7.3%
225000	20698	6.7%
202500	16341	5.3%
67500	11147	3.6%
270000	10827	3.5%
81000	6001	2.0%
Other values (2538)	101970	33.2%

Value	Count	Frequency (%)
25650	2	< 0.1%
26100	3	< 0.1%
26460	1	< 0.1%
26550	2	< 0.1%
27000	66	< 0.1%

Value	Count	Frequency (%)
117000000	1	< 0.1%
18000090	1	< 0.1%
13500000	1	< 0.1%
9000000	1	< 0.1%
6750000	1	< 0.1%

AMT_CREDIT
Real number (ℝ)

Distinct	5603
Distinct (%)	1.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	599025.9997

Minimum	45000
Maximum	4050000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	45000
5-th percentile	135000
Q1	270000
median	513531
Q3	808650
95-th percentile	1350000
Maximum	4050000
Range	4005000
Interquartile range (IQR)	538650

Descriptive statistics

Standard deviation	402490.75
Coefficient of variation (CV)	0.6719086487
Kurtosis	1.934041262
Mean	599025.9997
Median Absolute Deviation (MAD)	251469
Skewness	1.234778523
Sum	1.842070842 × 10¹¹
Variance	1.619988152 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
450000	9709	3.2%
675000	8877	2.9%
225000	8162	2.7%
180000	7342	2.4%
270000	7241	2.4%
900000	6246	2.0%
254700	4500	1.5%
545040	4437	1.4%
808650	4152	1.4%
135000	3660	1.2%
Other values (5593)	243185	79.1%

Value	Count	Frequency (%)
45000	230	0.1%
47970	218	0.1%
48519	1	< 0.1%
49455	19	< 0.1%
49500	40	< 0.1%

Value	Count	Frequency (%)
4050000	8	< 0.1%
4031032.5	1	< 0.1%
4027680	1	< 0.1%
3956274	1	< 0.1%
3860019	1	< 0.1%

AMT_ANNUITY
Real number (ℝ)

Distinct	13672
Distinct (%)	4.4%
Missing	12
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	27108.57391

Minimum	1615.5
Maximum	258025.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	1615.5
5-th percentile	9000
Q1	16524
median	24903
Q3	34596
95-th percentile	53325
Maximum	258025.5
Range	256410
Interquartile range (IQR)	18072

Descriptive statistics

Standard deviation	14493.7373
Coefficient of variation (CV)	0.5346551004
Kurtosis	7.70731926
Mean	27108.57391
Median Absolute Deviation (MAD)	8815.5
Skewness	1.579777241
Sum	8335859368
Variance	210068432
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
9000	6385	2.1%
13500	5514	1.8%
6750	2279	0.7%
10125	2035	0.7%
37800	1602	0.5%
11250	1459	0.5%
26217	1453	0.5%
20250	1345	0.4%
12375	1339	0.4%
31653	1269	0.4%
Other values (13662)	282819	92.0%

Value	Count	Frequency (%)
1615.5	1	< 0.1%
1980	2	< 0.1%
1993.5	1	< 0.1%
2052	1	< 0.1%
2164.5	2	< 0.1%

Value	Count	Frequency (%)
258025.5	1	< 0.1%
230161.5	1	< 0.1%
225000	23	< 0.1%
220297.5	1	< 0.1%
216589.5	1	< 0.1%

AMT_GOODS_PRICE
Real number (ℝ)

Distinct	1002
Distinct (%)	0.3%
Missing	278
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	538396.2074

Minimum	40500
Maximum	4050000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	40500
5-th percentile	135000
Q1	238500
median	450000
Q3	679500
95-th percentile	1305000
Maximum	4050000
Range	4009500
Interquartile range (IQR)	441000

Descriptive statistics

Standard deviation	369446.4688
Coefficient of variation (CV)	0.6861981263
Kurtosis	2.431916237
Mean	538396.2074
Median Absolute Deviation (MAD)	225000
Skewness	1.349000454
Sum	1.65413082 × 10¹¹
Variance	1.364906885 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
450000	26022	8.5%
225000	25282	8.2%
675000	24962	8.1%
900000	15416	5.0%
270000	11428	3.7%
180000	10123	3.3%
454500	9157	3.0%
1125000	9050	2.9%
135000	8206	2.7%
315000	5225	1.7%
Other values (992)	162362	52.8%

Value	Count	Frequency (%)
40500	1	< 0.1%
45000	1169	0.4%
49500	157	0.1%
50751	1	< 0.1%
54000	290	0.1%

Value	Count	Frequency (%)
4050000	8	< 0.1%
3825000	1	< 0.1%
3712500	1	< 0.1%
3600000	3	< 0.1%
3555000	1	< 0.1%

NAME_TYPE_SUITE
Categorical

Imbalance

Distinct	7
Distinct (%)	< 0.1%
Missing	1292
Missing (%)	0.4%
Memory size	300.8 KiB

Unaccompanied	248526
Family	40149
Spouse, partner	11370
Children	3267
Other_B	1770
Other values (2)	1137

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Unaccompanied
2nd row	Family
3rd row	Unaccompanied
4th row	Unaccompanied
5th row	Unaccompanied

Common Values

Value	Count	Frequency (%)
Unaccompanied	248526	80.8%
Family	40149	13.1%
Spouse, partner	11370	3.7%
Children	3267	1.1%
Other_B	1770	0.6%
Other_A	866	0.3%
Group of people	271	0.1%
(Missing)	1292	0.4%

Common Values (Plot)

NAME_INCOME_TYPE
Categorical

Distinct	8
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	300.8 KiB

Working	158774
Commercial associate	71617
Pensioner	55362
State servant	21703
Unemployed	22
Other values (3)	33

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Working
2nd row	State servant
3rd row	Working
4th row	Working
5th row	Working

Common Values

Value	Count	Frequency (%)
Working	158774	51.6%
Commercial associate	71617	23.3%
Pensioner	55362	18.0%
State servant	21703	7.1%
Unemployed	22	< 0.1%
Student	18	< 0.1%
Businessman	10	< 0.1%
Maternity leave	5	< 0.1%

Common Values (Plot)

NAME_EDUCATION_TYPE
Categorical

Imbalance

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	300.6 KiB

Secondary / secondary special	218391
Higher education	74863
Incomplete higher	10277
Lower secondary	3816
Academic degree	164

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Secondary / secondary special
2nd row	Higher education
3rd row	Secondary / secondary special
4th row	Secondary / secondary special
5th row	Secondary / secondary special

Common Values

Value	Count	Frequency (%)
Secondary / secondary special	218391	71.0%
Higher education	74863	24.3%
Incomplete higher	10277	3.3%
Lower secondary	3816	1.2%
Academic degree	164	0.1%

Common Values (Plot)

NAME_FAMILY_STATUS
Categorical

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	300.6 KiB

Married	196432
Single / not married	45444
Civil marriage	29775
Separated	19770
Widow	16088

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Single / not married
2nd row	Married
3rd row	Single / not married
4th row	Civil marriage
5th row	Single / not married

Common Values

Value	Count	Frequency (%)
Married	196432	63.9%
Single / not married	45444	14.8%
Civil marriage	29775	9.7%
Separated	19770	6.4%
Widow	16088	5.2%
Unknown	2	< 0.1%

Common Values (Plot)

NAME_HOUSING_TYPE
Categorical

Imbalance

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	300.6 KiB

House / apartment	272868
With parents	14840
Municipal apartment	11183
Rented apartment	4881
Office apartment	2617

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	House / apartment
2nd row	House / apartment
3rd row	House / apartment
4th row	House / apartment
5th row	House / apartment

Common Values

Value	Count	Frequency (%)
House / apartment	272868	88.7%
With parents	14840	4.8%
Municipal apartment	11183	3.6%
Rented apartment	4881	1.6%
Office apartment	2617	0.9%
Co-op apartment	1122	0.4%

Common Values (Plot)

REGION_POPULATION_RELATIVE
Real number (ℝ)

Distinct	81
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.02086811206

Minimum	0.0002899999963
Maximum	0.07250799984
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	0.0002899999963
5-th percentile	0.004960000049
Q1	0.01000600029
median	0.01885000058
Q3	0.02866300009
95-th percentile	0.04622000083
Maximum	0.07250799984
Range	0.07221800089
Interquartile range (IQR)	0.0186569998

Descriptive statistics

Standard deviation	0.01383127924
Coefficient of variation (CV)	0.6627949477
Kurtosis	3.260065317
Mean	0.02086811206
Median Absolute Deviation (MAD)	0.009193000384
Skewness	1.488008618
Sum	6417.174007
Variance	0.0001913042943
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.03579200059	16408	5.3%
0.04622000083	13442	4.4%
0.03075500019	12163	4.0%
0.02516400069	11950	3.9%
0.0263919998	11601	3.8%
0.03132899851	11321	3.7%
0.02866300009	11157	3.6%
0.01910099946	8694	2.8%
0.07250799984	8412	2.7%
0.02071299963	8066	2.6%
Other values (71)	194297	63.2%

Value	Count	Frequency (%)
0.0002899999963	2	< 0.1%
0.000532999984	39	< 0.1%
0.0009379999829	28	< 0.1%
0.001276000054	558	0.2%
0.001333000022	235	0.1%

Value	Count	Frequency (%)
0.07250799984	8412	2.7%
0.04622000083	13442	4.4%
0.03579200059	16408	5.3%
0.03256100044	6636	2.2%
0.03132899851	11321	3.7%

DAYS_BIRTH
Real number (ℝ)

Distinct	17460
Distinct (%)	5.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-16036.99507

Minimum	-25229
Maximum	-7489
Zeros	0
Zeros (%)	0.0%
Negative	307511
Negative (%)	100.0%
Memory size	600.7 KiB

Quantile statistics

Minimum	-25229
5-th percentile	-23204
Q1	-19682
median	-15750
Q3	-12413
95-th percentile	-9407
Maximum	-7489
Range	17740
Interquartile range (IQR)	7269

Descriptive statistics

Standard deviation	4363.988632
Coefficient of variation (CV)	-0.2721200957
Kurtosis	-1.04912577
Mean	-16036.99507
Median Absolute Deviation (MAD)	3630
Skewness	-0.1156733117
Sum	-4931552390
Variance	19044396.78
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-13749	43	< 0.1%
-13481	42	< 0.1%
-18248	41	< 0.1%
-10020	41	< 0.1%
-15771	40	< 0.1%
-10292	40	< 0.1%
-14267	39	< 0.1%
-13263	39	< 0.1%
-11664	39	< 0.1%
-14395	39	< 0.1%
Other values (17450)	307108	99.9%

Value	Count	Frequency (%)
-25229	1	< 0.1%
-25201	2	< 0.1%
-25200	1	< 0.1%
-25197	2	< 0.1%
-25196	4	< 0.1%

Value	Count	Frequency (%)
-7489	1	< 0.1%
-7673	1	< 0.1%
-7676	2	< 0.1%
-7678	3	< 0.1%
-7679	1	< 0.1%

DAYS_EMPLOYED
Real number (ℝ)

Distinct	12574
Distinct (%)	4.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	63815.0459

Minimum	-17912
Maximum	365243
Zeros	2
Zeros (%)	< 0.1%
Negative	252135
Negative (%)	82.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	-17912
5-th percentile	-6742.5
Q1	-2760
median	-1213
Q3	-289
95-th percentile	365243
Maximum	365243
Range	383155
Interquartile range (IQR)	2471

Descriptive statistics

Standard deviation	141275.7665
Coefficient of variation (CV)	2.213831621
Kurtosis	0.7716123807
Mean	63815.0459
Median Absolute Deviation (MAD)	1091
Skewness	1.664346198
Sum	1.962382858 × 10¹⁰
Variance	1.995884221 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
365243	55374	18.0%
-200	156	0.1%
-224	152	< 0.1%
-230	151	< 0.1%
-199	151	< 0.1%
-212	150	< 0.1%
-384	143	< 0.1%
-229	143	< 0.1%
-231	140	< 0.1%
-215	138	< 0.1%
Other values (12564)	250813	81.6%

Value	Count	Frequency (%)
-17912	1	< 0.1%
-17583	1	< 0.1%
-17546	1	< 0.1%
-17531	1	< 0.1%
-17522	1	< 0.1%

Value	Count	Frequency (%)
365243	55374	18.0%
0	2	< 0.1%
-1	1	< 0.1%
-2	2	< 0.1%
-3	3	< 0.1%

DAYS_REGISTRATION
Real number (ℝ)

Distinct	15688
Distinct (%)	5.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-4986.120328

Minimum	-24672
Maximum	0
Zeros	80
Zeros (%)	< 0.1%
Negative	307431
Negative (%)	> 99.9%
Memory size	1.2 MiB

Quantile statistics

Minimum	-24672
5-th percentile	-11416
Q1	-7479.5
median	-4504
Q3	-2010
95-th percentile	-330
Maximum	0
Range	24672
Interquartile range (IQR)	5469.5

Descriptive statistics

Standard deviation	3522.88623
Coefficient of variation (CV)	-0.7065385508
Kurtosis	-0.3213464618
Mean	-4986.120328
Median Absolute Deviation (MAD)	2699
Skewness	-0.5908718109
Sum	-1533286848
Variance	12410728
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-1	113	< 0.1%
-7	98	< 0.1%
-6	96	< 0.1%
-4	92	< 0.1%
-2	92	< 0.1%
-5	86	< 0.1%
-3	84	< 0.1%
-9	84	< 0.1%
-14	80	< 0.1%
-21	80	< 0.1%
Other values (15678)	306606	99.7%

Value	Count	Frequency (%)
-24672	1	< 0.1%
-23738	1	< 0.1%
-23416	1	< 0.1%
-22928	1	< 0.1%
-22858	1	< 0.1%

Value	Count	Frequency (%)
0	80	< 0.1%
-1	113	< 0.1%
-2	92	< 0.1%
-3	84	< 0.1%
-4	92	< 0.1%

DAYS_ID_PUBLISH
Real number (ℝ)

Distinct	6168
Distinct (%)	2.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-2994.202373

Minimum	-7197
Maximum	0
Zeros	16
Zeros (%)	< 0.1%
Negative	307495
Negative (%)	> 99.9%
Memory size	600.7 KiB

Quantile statistics

Minimum	-7197
5-th percentile	-4944
Q1	-4299
median	-3254
Q3	-1720
95-th percentile	-375
Maximum	0
Range	7197
Interquartile range (IQR)	2579

Descriptive statistics

Standard deviation	1509.450419
Coefficient of variation (CV)	-0.5041243813
Kurtosis	-1.106807894
Mean	-2994.202373
Median Absolute Deviation (MAD)	1186
Skewness	0.3493274932
Sum	-920750166
Variance	2278440.567
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-4053	169	0.1%
-4095	162	0.1%
-4046	161	0.1%
-4417	159	0.1%
-4256	158	0.1%
-4032	157	0.1%
-4151	157	0.1%
-4200	156	0.1%
-4171	155	0.1%
-4214	155	0.1%
Other values (6158)	305922	99.5%

Value	Count	Frequency (%)
-7197	1	< 0.1%
-6551	1	< 0.1%
-6383	1	< 0.1%
-6337	1	< 0.1%
-6274	1	< 0.1%

Value	Count	Frequency (%)
0	16	< 0.1%
-1	64	< 0.1%
-2	50	< 0.1%
-3	51	< 0.1%
-4	57	< 0.1%

OWN_CAR_AGE
Real number (ℝ)

Missing

Distinct	62
Distinct (%)	0.1%
Missing	202929
Missing (%)	66.0%
Infinite	0
Infinite (%)	0.0%
Mean	12.06109082

Minimum	0
Maximum	91
Zeros	2134
Zeros (%)	0.7%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	5
median	9
Q3	15
95-th percentile	30
Maximum	91
Range	91
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	11.94481277
Coefficient of variation (CV)	0.9903592431
Kurtosis	9.214946747
Mean	12.06109082
Median Absolute Deviation (MAD)	5
Skewness	2.745422125
Sum	1261373
Variance	142.6785431
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7	7424	2.4%
6	6382	2.1%
3	6370	2.1%
8	5887	1.9%
2	5852	1.9%
4	5557	1.8%
1	5280	1.7%
9	5020	1.6%
10	4806	1.6%
14	4594	1.5%
Other values (52)	47410	15.4%
(Missing)	202929	66.0%

Value	Count	Frequency (%)
0	2134	0.7%
1	5280	1.7%
2	5852	1.9%
3	6370	2.1%
4	5557	1.8%

Value	Count	Frequency (%)
91	2	< 0.1%
69	1	< 0.1%
65	891	0.3%
64	2443	0.8%
63	2	< 0.1%

FLAG_MOBIL
Real number (ℝ)

Skewed

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.9999967481

Minimum	0
Maximum	1
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	300.4 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	1
median	1
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.001803307015
Coefficient of variation (CV)	0.00180331288
Kurtosis	307511
Mean	0.9999967481
Median Absolute Deviation (MAD)	0
Skewness	-554.5367436
Sum	307510
Variance	3.251916192 × 10^-6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
1	307510	> 99.9%
0	1	< 0.1%

Value	Count	Frequency (%)
0	1	< 0.1%
1	307510	> 99.9%

Value	Count	Frequency (%)
1	307510	> 99.9%
0	1	< 0.1%

FLAG_EMP_PHONE
Real number (ℝ)

Zeros

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.8198893698

Minimum	0
Maximum	1
Zeros	55386
Zeros (%)	18.0%
Negative	0
Negative (%)	0.0%
Memory size	300.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	1
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.3842801989
Coefficient of variation (CV)	0.4686976232
Kurtosis	0.7718519499
Mean	0.8198893698
Median Absolute Deviation (MAD)	0
Skewness	-1.664886462
Sum	252125
Variance	0.1476712713
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
1	252125	82.0%
0	55386	18.0%

Value	Count	Frequency (%)
0	55386	18.0%
1	252125	82.0%

Value	Count	Frequency (%)
1	252125	82.0%
0	55386	18.0%

FLAG_WORK_PHONE
Real number (ℝ)

Zeros

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1993684779

Minimum	0
Maximum	1
Zeros	246203
Zeros (%)	80.1%
Negative	0
Negative (%)	0.0%
Memory size	300.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.3995262282
Coefficient of variation (CV)	2.003958863
Kurtosis	0.2648759067
Mean	0.1993684779
Median Absolute Deviation (MAD)	0
Skewness	1.504949894
Sum	61308
Variance	0.159621207
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	246203	80.1%
1	61308	19.9%

Value	Count	Frequency (%)
0	246203	80.1%
1	61308	19.9%

Value	Count	Frequency (%)
1	61308	19.9%
0	246203	80.1%

FLAG_CONT_MOBILE
Real number (ℝ)

Skewed

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.9981334001

Minimum	0
Maximum	1
Zeros	574
Zeros (%)	0.2%
Negative	0
Negative (%)	0.0%
Memory size	300.4 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	1
median	1
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.04316389414
Coefficient of variation (CV)	0.04324461454
Kurtosis	530.7439687
Mean	0.9981334001
Median Absolute Deviation (MAD)	0
Skewness	-23.08117235
Sum	306937
Variance	0.001863121758
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
1	306937	99.8%
0	574	0.2%

Value	Count	Frequency (%)
0	574	0.2%
1	306937	99.8%

Value	Count	Frequency (%)
1	306937	99.8%
0	574	0.2%

FLAG_PHONE
Real number (ℝ)

Zeros

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.2810663684

Minimum	0
Maximum	1
Zeros	221080
Zeros (%)	71.9%
Negative	0
Negative (%)	0.0%
Memory size	300.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.4495205469
Coefficient of variation (CV)	1.599339506
Kurtosis	-1.051170063
Mean	0.2810663684
Median Absolute Deviation (MAD)	0
Skewness	0.974082529
Sum	86431
Variance	0.202068722
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	221080	71.9%
1	86431	28.1%

Value	Count	Frequency (%)
0	221080	71.9%
1	86431	28.1%

Value	Count	Frequency (%)
1	86431	28.1%
0	221080	71.9%

FLAG_EMAIL
Real number (ℝ)

Zeros

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.05671992221

Minimum	0
Maximum	1
Zeros	290069
Zeros (%)	94.3%
Negative	0
Negative (%)	0.0%
Memory size	300.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.2313070397
Coefficient of variation (CV)	4.078056364
Kurtosis	12.690846
Mean	0.05671992221
Median Absolute Deviation (MAD)	0
Skewness	3.832853175
Sum	17442
Variance	0.05350294663
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	290069	94.3%
1	17442	5.7%

Value	Count	Frequency (%)
0	290069	94.3%
1	17442	5.7%

Value	Count	Frequency (%)
1	17442	5.7%
0	290069	94.3%

OCCUPATION_TYPE
Categorical

Missing

Distinct	18
Distinct (%)	< 0.1%
Missing	96391
Missing (%)	31.3%
Memory size	301.1 KiB

Laborers	55186
Sales staff	32102
Core staff	27570
Managers	21371
Drivers	18603
Other values (13)	56288

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Laborers
2nd row	Core staff
3rd row	Laborers
4th row	Laborers
5th row	Core staff

Common Values

Value	Count	Frequency (%)
Laborers	55186	17.9%
Sales staff	32102	10.4%
Core staff	27570	9.0%
Managers	21371	6.9%
Drivers	18603	6.0%
High skill tech staff	11380	3.7%
Accountants	9813	3.2%
Medicine staff	8537	2.8%
Security staff	6721	2.2%
Cooking staff	5946	1.9%
Other values (8)	13891	4.5%
(Missing)	96391	31.3%

CNT_FAM_MEMBERS
Real number (ℝ)

Distinct	17
Distinct (%)	< 0.1%
Missing	2
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	2.15266545

Minimum	1
Maximum	20
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	2
Q3	3
95-th percentile	4
Maximum	20
Range	19
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.9106816053
Coefficient of variation (CV)	0.4230483679
Kurtosis	2.801977158
Mean	2.15266545
Median Absolute Deviation (MAD)	0
Skewness	0.9875430465
Sum	661964
Variance	0.8293409348
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=17)

Value	Count	Frequency (%)
2	158357	51.5%
1	67847	22.1%
3	52601	17.1%
4	24697	8.0%
5	3478	1.1%
6	408	0.1%
7	81	< 0.1%
8	20	< 0.1%
9	6	< 0.1%
10	3	< 0.1%
Other values (7)	11	< 0.1%

Value	Count	Frequency (%)
1	67847	22.1%
2	158357	51.5%
3	52601	17.1%
4	24697	8.0%
5	3478	1.1%

Value	Count	Frequency (%)
20	2	< 0.1%
16	2	< 0.1%
15	1	< 0.1%
14	2	< 0.1%
13	1	< 0.1%

REGION_RATING_CLIENT
Real number (ℝ)

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.052463164

Minimum	1
Maximum	3
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	300.4 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	2
Q3	2
95-th percentile	3
Maximum	3
Range	2
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.5090339028
Coefficient of variation (CV)	0.2480112246
Kurtosis	0.8004164375
Mean	2.052463164
Median Absolute Deviation (MAD)	0
Skewness	0.08746834971
Sum	631155
Variance	0.2591155142
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=3)

Value	Count	Frequency (%)
2	226984	73.8%
3	48330	15.7%
1	32197	10.5%

Value	Count	Frequency (%)
1	32197	10.5%
2	226984	73.8%
3	48330	15.7%

Value	Count	Frequency (%)
3	48330	15.7%
2	226984	73.8%
1	32197	10.5%

REGION_RATING_CLIENT_W_CITY
Real number (ℝ)

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.031520824

Minimum	1
Maximum	3
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	300.4 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	2
Q3	2
95-th percentile	3
Maximum	3
Range	2
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.5027370329
Coefficient of variation (CV)	0.2474683139
Kurtosis	0.9335838303
Mean	2.031520824
Median Absolute Deviation (MAD)	0
Skewness	0.05972981215
Sum	624715
Variance	0.2527445243
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=3)

Value	Count	Frequency (%)
2	229484	74.6%
3	43860	14.3%
1	34167	11.1%

Value	Count	Frequency (%)
1	34167	11.1%
2	229484	74.6%
3	43860	14.3%

Value	Count	Frequency (%)
3	43860	14.3%
2	229484	74.6%
1	34167	11.1%

WEEKDAY_APPR_PROCESS_START
Categorical

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	300.8 KiB

TUESDAY	53901
WEDNESDAY	51934
MONDAY	50714
THURSDAY	50591
FRIDAY	50338
Other values (2)	50033

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	WEDNESDAY
2nd row	MONDAY
3rd row	MONDAY
4th row	WEDNESDAY
5th row	THURSDAY

Common Values

Value	Count	Frequency (%)
TUESDAY	53901	17.5%
WEDNESDAY	51934	16.9%
MONDAY	50714	16.5%
THURSDAY	50591	16.5%
FRIDAY	50338	16.4%
SATURDAY	33852	11.0%
SUNDAY	16181	5.3%

Common Values (Plot)

HOUR_APPR_PROCESS_START
Real number (ℝ)

Distinct	24
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12.06341887

Minimum	0
Maximum	23
Zeros	40
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	300.4 KiB

Quantile statistics

Minimum	0
5-th percentile	7
Q1	10
median	12
Q3	14
95-th percentile	17
Maximum	23
Range	23
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	3.265832255
Coefficient of variation (CV)	0.270721948
Kurtosis	-0.1941728655
Mean	12.06341887
Median Absolute Deviation (MAD)	2
Skewness	-0.02802445946
Sum	3709634
Variance	10.66566032
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
10	37722	12.3%
11	37229	12.1%
12	34233	11.1%
13	30959	10.1%
14	27682	9.0%
9	27384	8.9%
15	24839	8.1%
16	20385	6.6%
8	15127	4.9%
17	14900	4.8%
Other values (14)	37051	12.0%

Value	Count	Frequency (%)
0	40	< 0.1%
1	86	< 0.1%
2	305	0.1%
3	1230	0.4%
4	2090	0.7%

Value	Count	Frequency (%)
23	41	< 0.1%
22	150	< 0.1%
21	405	0.1%
20	1196	0.4%
19	3848	1.3%

REG_REGION_NOT_LIVE_REGION
Real number (ℝ)

Zeros

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0151441737

Minimum	0
Maximum	1
Zeros	302854
Zeros (%)	98.5%
Negative	0
Negative (%)	0.0%
Memory size	300.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.1221264763
Coefficient of variation (CV)	8.064254852
Kurtosis	61.04838402
Mean	0.0151441737
Median Absolute Deviation (MAD)	0
Skewness	7.940276253
Sum	4657
Variance	0.01491487621
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	302854	98.5%
1	4657	1.5%

Value	Count	Frequency (%)
0	302854	98.5%
1	4657	1.5%

Value	Count	Frequency (%)
1	4657	1.5%
0	302854	98.5%

REG_REGION_NOT_WORK_REGION
Real number (ℝ)

Zeros

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.05076891558

Minimum	0
Maximum	1
Zeros	291899
Zeros (%)	94.9%
Negative	0
Negative (%)	0.0%
Memory size	300.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.2195258288
Coefficient of variation (CV)	4.324020442
Kurtosis	14.75083559
Mean	0.05076891558
Median Absolute Deviation (MAD)	0
Skewness	4.092766748
Sum	15612
Variance	0.04819158951
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	291899	94.9%
1	15612	5.1%

Value	Count	Frequency (%)
0	291899	94.9%
1	15612	5.1%

Value	Count	Frequency (%)
1	15612	5.1%
0	291899	94.9%

LIVE_REGION_NOT_WORK_REGION
Real number (ℝ)

Zeros

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.04065870814

Minimum	0
Maximum	1
Zeros	295008
Zeros (%)	95.9%
Negative	0
Negative (%)	0.0%
Memory size	300.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.1974986188
Coefficient of variation (CV)	4.857474028
Kurtosis	19.63769792
Mean	0.04065870814
Median Absolute Deviation (MAD)	0
Skewness	4.651620169
Sum	12503
Variance	0.03900570444
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	295008	95.9%
1	12503	4.1%

Value	Count	Frequency (%)
0	295008	95.9%
1	12503	4.1%

Value	Count	Frequency (%)
1	12503	4.1%
0	295008	95.9%

REG_CITY_NOT_LIVE_CITY
Real number (ℝ)

Zeros

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.07817281333

Minimum	0
Maximum	1
Zeros	283472
Zeros (%)	92.2%
Negative	0
Negative (%)	0.0%
Memory size	300.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.2684437724
Coefficient of variation (CV)	3.433978655
Kurtosis	7.877120671
Mean	0.07817281333
Median Absolute Deviation (MAD)	0
Skewness	3.142780527
Sum	24039
Variance	0.07206205893
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	283472	92.2%
1	24039	7.8%

Value	Count	Frequency (%)
0	283472	92.2%
1	24039	7.8%

Value	Count	Frequency (%)
1	24039	7.8%
0	283472	92.2%

REG_CITY_NOT_WORK_CITY
Real number (ℝ)

Zeros

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.2304535448

Minimum	0
Maximum	1
Zeros	236644
Zeros (%)	77.0%
Negative	0
Negative (%)	0.0%
Memory size	300.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.4211238359
Coefficient of variation (CV)	1.827369748
Kurtosis	-0.3612503173
Mean	0.2304535448
Median Absolute Deviation (MAD)	0
Skewness	1.280137505
Sum	70867
Variance	0.1773452852
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	236644	77.0%
1	70867	23.0%

Value	Count	Frequency (%)
0	236644	77.0%
1	70867	23.0%

Value	Count	Frequency (%)
1	70867	23.0%
0	236644	77.0%

LIVE_CITY_NOT_WORK_CITY
Real number (ℝ)

Zeros

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1795545525

Minimum	0
Maximum	1
Zeros	252296
Zeros (%)	82.0%
Negative	0
Negative (%)	0.0%
Memory size	300.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.3838166154
Coefficient of variation (CV)	2.137604477
Kurtosis	0.7882204506
Mean	0.1795545525
Median Absolute Deviation (MAD)	0
Skewness	1.669794995
Sum	55215
Variance	0.1473151942
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	252296	82.0%
1	55215	18.0%

Value	Count	Frequency (%)
0	252296	82.0%
1	55215	18.0%

Value	Count	Frequency (%)
1	55215	18.0%
0	252296	82.0%

ORGANIZATION_TYPE
Categorical

High cardinality

Distinct	58
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	302.9 KiB

Business Entity Type 3	67992
XNA	55374
Self-employed	38412
Other	16683
Medicine	11193
Other values (53)	117857

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Business Entity Type 3
2nd row	School
3rd row	Government
4th row	Business Entity Type 3
5th row	Religion

Common Values

Value	Count	Frequency (%)
Business Entity Type 3	67992	22.1%
XNA	55374	18.0%
Self-employed	38412	12.5%
Other	16683	5.4%
Medicine	11193	3.6%
Business Entity Type 2	10553	3.4%
Government	10404	3.4%
School	8893	2.9%
Trade: type 7	7831	2.5%
Kindergarten	6880	2.2%
Other values (48)	73296	23.8%

EXT_SOURCE_1
Real number (ℝ)

Missing

Distinct	114584
Distinct (%)	85.4%
Missing	173378
Missing (%)	56.4%
Infinite	0
Infinite (%)	0.0%
Mean	0.5021298057

Minimum	0.01456813235
Maximum	0.9626927972
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	0.01456813235
5-th percentile	0.1580212265
Q1	0.334007293
median	0.5059979558
Q3	0.6750525832
95-th percentile	0.8322601318
Maximum	0.9626927972
Range	0.9481246471
Interquartile range (IQR)	0.3410452902

Descriptive statistics

Standard deviation	0.2110622376
Coefficient of variation (CV)	0.4203340157
Kurtosis	-0.9651553035
Mean	0.5021298057
Median Absolute Deviation (MAD)	0.1705071926
Skewness	-0.06875488162
Sum	67352.17722
Variance	0.04454727098
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.581014812	5	< 0.1%
0.5464264154	5	< 0.1%
0.4439821243	5	< 0.1%
0.7657237053	5	< 0.1%
0.5281974077	5	< 0.1%
0.4990017414	5	< 0.1%
0.6227066517	5	< 0.1%
0.6677395701	5	< 0.1%
0.6051516533	5	< 0.1%
0.5984687209	5	< 0.1%
Other values (114574)	134083	43.6%
(Missing)	173378	56.4%

Value	Count	Frequency (%)
0.01456813235	1	< 0.1%
0.0146914823	1	< 0.1%
0.01505292114	1	< 0.1%
0.0156000806	1	< 0.1%
0.01709465869	1	< 0.1%

Value	Count	Frequency (%)
0.9626927972	1	< 0.1%
0.9516239762	1	< 0.1%
0.9476493597	1	< 0.1%
0.9460976124	1	< 0.1%
0.9460754991	1	< 0.1%

EXT_SOURCE_2
Real number (ℝ)

Distinct	119831
Distinct (%)	39.1%
Missing	660
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%
Mean	0.5143926742

Minimum	8.173616806 × 10^-8
Maximum	0.8549996614
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	8.173616806 × 10^-8
5-th percentile	0.1332991421
Q1	0.3924574256
median	0.5659614205
Q3	0.6636170745
95-th percentile	0.7477341294
Maximum	0.8549996614
Range	0.8549996018
Interquartile range (IQR)	0.2711596489

Descriptive statistics

Standard deviation	0.1910601556
Coefficient of variation (CV)	0.3714286093
Kurtosis	-0.269130826
Mean	0.5143926742
Median Absolute Deviation (MAD)	0.1190824211
Skewness	-0.7935760617
Sum	157841.9065
Variance	0.0365039818
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.2858978808	721	0.2%
0.2622583807	417	0.1%
0.2652563453	343	0.1%
0.159679234	322	0.1%
0.2653117478	306	0.1%
0.2665197849	244	0.1%
0.263143599	243	0.1%
0.1621445715	238	0.1%
0.1621921062	234	0.1%
0.1631870419	184	0.1%
Other values (119821)	303599	98.7%
(Missing)	660	0.2%

Value	Count	Frequency (%)
8.173616806 × 10^-8	1	< 0.1%
1.315955615 × 10^-6	1	< 0.1%
5.002108537 × 10^-6	1	< 0.1%
5.600337772 × 10^-6	1	< 0.1%
5.939651146 × 10^-6	1	< 0.1%

Value	Count	Frequency (%)
0.8549996614	26	< 0.1%
0.8217142224	1	< 0.1%
0.821393609	1	< 0.1%
0.8206159472	1	< 0.1%
0.8206095099	1	< 0.1%

EXT_SOURCE_3
Real number (ℝ)

Missing

Distinct	814
Distinct (%)	0.3%
Missing	60965
Missing (%)	19.8%
Infinite	0
Infinite (%)	0.0%
Mean	0.510852906

Minimum	0.0005272652488
Maximum	0.8960095644
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	0.0005272652488
5-th percentile	0.1547436267
Q1	0.3706496358
median	0.5352762341
Q3	0.6690567136
95-th percentile	0.7862666249
Maximum	0.8960095644
Range	0.8954823017
Interquartile range (IQR)	0.2984070778

Descriptive statistics

Standard deviation	0.1948443651
Coefficient of variation (CV)	0.3814099183
Kurtosis	-0.6634628177
Mean	0.510852906
Median Absolute Deviation (MAD)	0.1459374428
Skewness	-0.4093908668
Sum	125948.7406
Variance	0.0379643254
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.7463002205	1460	0.5%
0.7136313915	1315	0.4%
0.6940926313	1276	0.4%
0.6706517339	1191	0.4%
0.6528965235	1154	0.4%
0.5814837217	1141	0.4%
0.6894791722	1138	0.4%
0.595456183	1136	0.4%
0.5549467802	1132	0.4%
0.6212263107	1109	0.4%
Other values (804)	234494	76.3%
(Missing)	60965	19.8%

Value	Count	Frequency (%)
0.0005272652488	886	0.3%
0.01134571899	1	< 0.1%
0.0127159236	1	< 0.1%
0.0139484657	1	< 0.1%
0.01414826512	1	< 0.1%

Value	Count	Frequency (%)
0.8960095644	1	< 0.1%
0.8939760923	2	< 0.1%
0.8876641989	1	< 0.1%
0.8854883909	3	< 0.1%
0.8825303316	26	< 0.1%

APARTMENTS_AVG
Real number (ℝ)

Missing

Distinct	2339
Distinct (%)	1.5%
Missing	156061
Missing (%)	50.7%
Infinite	0
Infinite (%)	0.0%
Mean	0.1174404993

Minimum	0
Maximum	1
Zeros	751
Zeros (%)	0.2%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0.00820000004
Q1	0.0577000007
median	0.0876000002
Q3	0.1484999955
95-th percentile	0.3267999887
Maximum	1
Range	1
Interquartile range (IQR)	0.09079999477

Descriptive statistics

Standard deviation	0.1082402989
Coefficient of variation (CV)	0.9216607526
Kurtosis	11.39376545
Mean	0.1174404993
Median Absolute Deviation (MAD)	0.04329999536
Skewness	2.64183569
Sum	17786.36361
Variance	0.01171596162
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.08250000328	6663	2.2%
0.06190000102	6332	2.1%
0.09279999882	4404	1.4%
0.07220000029	3986	1.3%
0.00820000004	3507	1.1%
0.01649999991	3027	1.0%
0.1031000018	2892	0.9%
0.1484999955	2769	0.9%
0.01240000036	2721	0.9%
0.07419999689	2231	0.7%
Other values (2329)	112918	36.7%
(Missing)	156061	50.7%

Value	Count	Frequency (%)
0	751	0.2%
0.001000000047	197	0.1%
0.00139999995	1	< 0.1%
0.001500000013	6	< 0.1%
0.001700000023	1	< 0.1%

Value	Count	Frequency (%)
1	147	< 0.1%
0.9907000065	2	< 0.1%
0.9897000194	1	< 0.1%
0.9876000285	7	< 0.1%
0.981400013	9	< 0.1%

BASEMENTAREA_AVG
Real number (ℝ)

Missing Zeros

Distinct	3780
Distinct (%)	3.0%
Missing	179943
Missing (%)	58.5%
Infinite	0
Infinite (%)	0.0%
Mean	0.08844221906

Minimum	0
Maximum	1
Zeros	14745
Zeros (%)	4.8%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.04419999942
median	0.07630000263
Q3	0.1121999994
95-th percentile	0.2237000018
Maximum	1
Range	1
Interquartile range (IQR)	0.06799999997

Descriptive statistics

Standard deviation	0.08243816346
Coefficient of variation (CV)	0.9321132411
Kurtosis	25.93012238
Mean	0.08844221906
Median Absolute Deviation (MAD)	0.0339999944
Skewness	3.566306114
Sum	11282.397
Variance	0.006796050817
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	14745	4.8%
0.08179999888	251	0.1%
0.05449999869	251	0.1%
0.0727000013	248	0.1%
0.1090999991	246	0.1%
0.07959999889	245	0.1%
0.07999999821	239	0.1%
0.08049999923	230	0.1%
0.07639999688	220	0.1%
0.07930000126	211	0.1%
Other values (3770)	110682	36.0%
(Missing)	179943	58.5%

Value	Count	Frequency (%)
0	14745	4.8%
9.999999747 × 10^-5	99	< 0.1%
0.0001999999949	38	< 0.1%
0.0003000000142	8	< 0.1%
0.0003999999899	33	< 0.1%

Value	Count	Frequency (%)
1	130	< 0.1%
0.9944999814	1	< 0.1%
0.9693999887	2	< 0.1%
0.9682000279	1	< 0.1%
0.9677000046	1	< 0.1%

YEARS_BEGINEXPLUATATION_AVG
Real number (ℝ)

Missing

Distinct	285
Distinct (%)	0.2%
Missing	150007
Missing (%)	48.8%
Infinite	0
Infinite (%)	0.0%
Mean	0.9777348581

Minimum	0
Maximum	1
Zeros	514
Zeros (%)	0.2%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0.9686999917
Q1	0.9767000079
median	0.9815999866
Q3	0.9865999818
95-th percentile	0.9959999919
Maximum	1
Range	1
Interquartile range (IQR)	0.009899973869

Descriptive statistics

Standard deviation	0.05922331661
Coefficient of variation (CV)	0.06057195989
Kurtosis	248.1763458
Mean	0.9777348581
Median Absolute Deviation (MAD)	0.004999995232
Skewness	-15.51526451
Sum	153997.1511
Variance	0.003507401096
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.9871000051	4311	1.4%
0.9855999947	4189	1.4%
0.986100018	4171	1.4%
0.9800999761	4123	1.3%
0.9865999818	4114	1.3%
0.9805999994	4096	1.3%
0.9850999713	4096	1.3%
0.9811000228	3986	1.3%
0.9815999866	3982	1.3%
0.983099997	3970	1.3%
Other values (275)	116466	37.9%
(Missing)	150007	48.8%

Value	Count	Frequency (%)
0	514	0.2%
0.0178999994	1	< 0.1%
0.04470000044	1	< 0.1%
0.09690000117	1	< 0.1%
0.09740000218	1	< 0.1%

Value	Count	Frequency (%)
1	186	0.1%
0.9994999766	691	0.2%
0.9990000129	906	0.3%
0.9984999895	1062	0.3%
0.9980000257	1096	0.4%

YEARS_BUILD_AVG
Real number (ℝ)

Missing

Distinct	149
Distinct (%)	0.1%
Missing	204488
Missing (%)	66.5%
Infinite	0
Infinite (%)	0.0%
Mean	0.7524714318

Minimum	0
Maximum	1
Zeros	102
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0.5920000076
Q1	0.6872000098
median	0.7552000284
Q3	0.8231999874
95-th percentile	0.9524000287
Maximum	1
Range	1
Interquartile range (IQR)	0.1359999776

Descriptive statistics

Standard deviation	0.1132799312
Coefficient of variation (CV)	0.1505438299
Kurtosis	4.399757385
Mean	0.7524714318
Median Absolute Deviation (MAD)	0.06799995899
Skewness	-0.9624854922
Sum	77521.86432
Variance	0.01283234358
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.8231999874	2999	1.0%
0.8163999915	2864	0.9%
0.8027999997	2848	0.9%
0.7279999852	2802	0.9%
0.7347999811	2761	0.9%
0.8095999956	2755	0.9%
0.8299999833	2738	0.9%
0.7960000038	2734	0.9%
0.7483999729	2731	0.9%
0.7688000202	2712	0.9%
Other values (139)	75079	24.4%
(Missing)	204488	66.5%

Value	Count	Frequency (%)
0	102	< 0.1%
0.0003999999899	2	< 0.1%
0.007199999876	4	< 0.1%
0.01400000043	3	< 0.1%
0.02080000006	1	< 0.1%

Value	Count	Frequency (%)
1	173	0.1%
0.9932000041	478	0.2%
0.9864000082	661	0.2%
0.9796000123	786	0.3%
0.9728000164	813	0.3%

COMMONAREA_AVG
Real number (ℝ)

Missing Zeros

Distinct	3181
Distinct (%)	3.4%
Missing	214865
Missing (%)	69.9%
Infinite	0
Infinite (%)	0.0%
Mean	0.04462071548

Minimum	0
Maximum	1
Zeros	8442
Zeros (%)	2.7%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.007799999788
median	0.02109999955
Q3	0.05150000006
95-th percentile	0.1600999981
Maximum	1
Range	1
Interquartile range (IQR)	0.04370000027

Descriptive statistics

Standard deviation	0.07603573799
Coefficient of variation (CV)	1.704045692
Kurtosis	45.98802185
Mean	0.04462071548
Median Absolute Deviation (MAD)	0.01729999855
Skewness	5.457305431
Sum	4133.930806
Variance	0.005781434011
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	8442	2.7%
0.007899999619	544	0.2%
0.007799999788	475	0.2%
0.00800000038	446	0.1%
0.007699999958	414	0.1%
0.008600000292	365	0.1%
0.00139999995	345	0.1%
0.007000000216	343	0.1%
0.001300000004	317	0.1%
0.00689999992	314	0.1%
Other values (3171)	80641	26.2%
(Missing)	214865	69.9%

Value	Count	Frequency (%)
0	8442	2.7%
9.999999747 × 10^-5	45	< 0.1%
0.0001999999949	67	< 0.1%
0.0003000000142	84	< 0.1%
0.0003999999899	62	< 0.1%

Value	Count	Frequency (%)
1	92	< 0.1%
0.9937000275	2	< 0.1%
0.9905999899	2	< 0.1%
0.9832999706	1	< 0.1%
0.9600999951	1	< 0.1%

ELEVATORS_AVG
Real number (ℝ)

Missing Zeros

Distinct	257
Distinct (%)	0.2%
Missing	163891
Missing (%)	53.3%
Infinite	0
Infinite (%)	0.0%
Mean	0.07894151173

Minimum	0
Maximum	1
Zeros	85718
Zeros (%)	27.9%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.1199999973
95-th percentile	0.3600000143
Maximum	1
Range	1
Interquartile range (IQR)	0.1199999973

Descriptive statistics

Standard deviation	0.1345760077
Coefficient of variation (CV)	1.704755898
Kurtosis	7.869390011
Mean	0.07894151173
Median Absolute Deviation (MAD)	0
Skewness	2.439428568
Sum	11337.57991
Variance	0.01811069995
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	85718	27.9%
0.07999999821	9886	3.2%
0.1599999964	8806	2.9%
0.2399999946	6071	2.0%
0.1199999973	5593	1.8%
0.03999999911	4585	1.5%
0.200000003	4072	1.3%
0.3199999928	2788	0.9%
0.2800000012	2272	0.7%
0.400000006	1532	0.5%
Other values (247)	12297	4.0%
(Missing)	163891	53.3%

Value	Count	Frequency (%)
0	85718	27.9%
0.002000000095	1	< 0.1%
0.002400000114	1	< 0.1%
0.004800000228	3	< 0.1%
0.006399999838	5	< 0.1%

Value	Count	Frequency (%)
1	158	0.1%
0.9599999785	81	< 0.1%
0.9332000017	2	< 0.1%
0.9200000167	20	< 0.1%
0.8999999762	6	< 0.1%

ENTRANCES_AVG
Real number (ℝ)

Missing

Distinct	285
Distinct (%)	0.2%
Missing	154828
Missing (%)	50.3%
Infinite	0
Infinite (%)	0.0%
Mean	0.1497246687

Minimum	0
Maximum	1
Zeros	323
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0.03449999914
Q1	0.06899999827
median	0.1378999949
Q3	0.2069000006
95-th percentile	0.3102999926
Maximum	1
Range	1
Interquartile range (IQR)	0.1379000023

Descriptive statistics

Standard deviation	0.1000491306
Coefficient of variation (CV)	0.6682207513
Kurtosis	11.59321213
Mean	0.1497246687
Median Absolute Deviation (MAD)	0.06889999658
Skewness	2.399716854
Sum	22860.4116
Variance	0.01000982802
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1378999949	34007	11.1%
0.06899999827	22956	7.5%
0.1033999994	19533	6.4%
0.2069000006	19062	6.2%
0.03449999914	15380	5.0%
0.1723999977	9185	3.0%
0.2759000063	7895	2.6%
0.2414000034	4165	1.4%
0.3447999954	2066	0.7%
0.3102999926	2049	0.7%
Other values (275)	16385	5.3%
(Missing)	154828	50.3%

Value	Count	Frequency (%)
0	323	0.1%
0.00549999997	1	< 0.1%
0.008600000292	2	< 0.1%
0.01140000019	1	< 0.1%
0.01720000058	7	< 0.1%

Value	Count	Frequency (%)
1	153	< 0.1%
0.9654999971	25	< 0.1%
0.9309999943	21	< 0.1%
0.896600008	52	< 0.1%
0.8621000051	14	< 0.1%

FLOORSMAX_AVG
Real number (ℝ)

Missing

Distinct	403
Distinct (%)	0.3%
Missing	153020
Missing (%)	49.8%
Infinite	0
Infinite (%)	0.0%
Mean	0.2262819083

Minimum	0
Maximum	1
Zeros	2938
Zeros (%)	1.0%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0.04170000181
Q1	0.1667000055
median	0.1667000055
Q3	0.3332999945
95-th percentile	0.4792000055
Maximum	1
Range	1
Interquartile range (IQR)	0.1665999889

Descriptive statistics

Standard deviation	0.144640699
Coefficient of variation (CV)	0.6392057593
Kurtosis	2.432545662
Mean	0.2262819083
Median Absolute Deviation (MAD)	0.08340000361
Skewness	1.226453543
Sum	34958.5183
Variance	0.02092093229
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1667000055	61875	20.1%
0.3332999945	31909	10.4%
0.04170000181	14600	4.7%
0.375	7926	2.6%
0.125	6974	2.3%
0.08330000192	6586	2.1%
0	2938	1.0%
0.4582999945	2828	0.9%
0.625	1915	0.6%
0.5417000055	1685	0.5%
Other values (393)	15255	5.0%
(Missing)	153020	49.8%

Value	Count	Frequency (%)
0	2938	1.0%
0.006699999794	1	< 0.1%
0.00829999987	3	< 0.1%
0.009999999776	4	< 0.1%
0.01040000003	5	< 0.1%

Value	Count	Frequency (%)
1	167	0.1%
0.9792000055	1	< 0.1%
0.9582999945	83	< 0.1%
0.9478999972	2	< 0.1%
0.9375	4	< 0.1%

FLOORSMIN_AVG
Real number (ℝ)

Missing

Distinct	305
Distinct (%)	0.3%
Missing	208642
Missing (%)	67.8%
Infinite	0
Infinite (%)	0.0%
Mean	0.2318934995

Minimum	0
Maximum	1
Zeros	2320
Zeros (%)	0.8%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0.04170000181
Q1	0.08330000192
median	0.2082999945
Q3	0.375
95-th percentile	0.5
Maximum	1
Range	1
Interquartile range (IQR)	0.2916999981

Descriptive statistics

Standard deviation	0.1613802761
Coefficient of variation (CV)	0.6959241051
Kurtosis	1.33825624
Mean	0.2318934995
Median Absolute Deviation (MAD)	0.1528999954
Skewness	0.954197526
Sum	22927.0784
Variance	0.02604359575
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.2082999945	32875	10.7%
0.375	17845	5.8%
0.04170000181	17776	5.8%
0.08330000192	5086	1.7%
0.4167000055	3961	1.3%
0.1667000055	3537	1.2%
0.125	3336	1.1%
0	2320	0.8%
0.5	1688	0.5%
0.6667000055	1194	0.4%
Other values (295)	9251	3.0%
(Missing)	208642	67.8%

Value	Count	Frequency (%)
0	2320	0.8%
0.006699999794	3	< 0.1%
0.01040000003	3	< 0.1%
0.01379999984	1	< 0.1%
0.01579999924	4	< 0.1%

Value	Count	Frequency (%)
1	141	< 0.1%
0.9792000055	5	< 0.1%
0.9582999945	10	< 0.1%
0.9408000112	2	< 0.1%
0.9304000139	1	< 0.1%

LANDAREA_AVG
Real number (ℝ)

Missing Zeros

Distinct	3527
Distinct (%)	2.8%
Missing	182590
Missing (%)	59.4%
Infinite	0
Infinite (%)	0.0%
Mean	0.06633318422

Minimum	0
Maximum	1
Zeros	15600
Zeros (%)	5.1%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.0186999999
median	0.04809999838
Q3	0.0856000036
95-th percentile	0.1947000027
Maximum	1
Range	1
Interquartile range (IQR)	0.0669000037

Descriptive statistics

Standard deviation	0.0811836347
Coefficient of variation (CV)	1.223876641
Kurtosis	34.74478912
Mean	0.06633318422
Median Absolute Deviation (MAD)	0.03219999745
Skewness	4.458676815
Sum	8286.407706
Variance	0.00659078313
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	15600	5.1%
0.06310000271	189	0.1%
0.03159999847	187	0.1%
0.04729999974	186	0.1%
0.01740000024	180	0.1%
0.02370000072	175	0.1%
0.05519999936	173	0.1%
0.01579999924	170	0.1%
0.03310000151	170	0.1%
0.01889999956	165	0.1%
Other values (3517)	107726	35.0%
(Missing)	182590	59.4%

Value	Count	Frequency (%)
0	15600	5.1%
9.999999747 × 10^-5	13	< 0.1%
0.0001999999949	13	< 0.1%
0.0003000000142	9	< 0.1%
0.0003999999899	11	< 0.1%

Value	Count	Frequency (%)
1	135	< 0.1%
0.9829000235	10	< 0.1%
0.977699995	3	< 0.1%
0.9689999819	1	< 0.1%
0.9496999979	1	< 0.1%

LIVINGAPARTMENTS_AVG
Real number (ℝ)

Missing

Distinct	1868
Distinct (%)	1.9%
Missing	210199
Missing (%)	68.4%
Infinite	0
Infinite (%)	0.0%
Mean	0.100774775

Minimum	0
Maximum	1
Zeros	418
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0.01009999961
Q1	0.05040000007
median	0.07559999824
Q3	0.1209999993
95-th percentile	0.272300005
Maximum	1
Range	1
Interquartile range (IQR)	0.07059999928

Descriptive statistics

Standard deviation	0.09257613868
Coefficient of variation (CV)	0.918643963
Kurtosis	16.4906292
Mean	0.100774775
Median Absolute Deviation (MAD)	0.03280000389
Skewness	3.042198181
Sum	9806.594905
Variance	0.008570341393
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.05040000007	4272	1.4%
0.0671999976	4231	1.4%
0.07559999824	2778	0.9%
0.0588000007	2586	0.8%
0.08410000056	1864	0.6%
0.1209999993	1793	0.6%
0.006699999794	1695	0.6%
0.06049999967	1492	0.5%
0.1009000018	1456	0.5%
0.01339999959	1447	0.5%
Other values (1858)	73698	24.0%
(Missing)	210199	68.4%

Value	Count	Frequency (%)
0	418	0.1%
0.0007999999798	117	< 0.1%
0.001300000004	1	< 0.1%
0.001700000023	250	0.1%
0.002099999925	2	< 0.1%

Value	Count	Frequency (%)
1	92	< 0.1%
0.9994000196	3	< 0.1%
0.9901000261	3	< 0.1%
0.9641000032	2	< 0.1%
0.949000001	4	< 0.1%

LIVINGAREA_AVG
Real number (ℝ)

Missing

Distinct	5199
Distinct (%)	3.4%
Missing	154350
Missing (%)	50.2%
Infinite	0
Infinite (%)	0.0%
Mean	0.1073990194

Minimum	0
Maximum	1
Zeros	284
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0.00820000004
Q1	0.04529999942
median	0.07450000197
Q3	0.1298999935
95-th percentile	0.3204999864
Maximum	1
Range	1
Interquartile range (IQR)	0.08459999412

Descriptive statistics

Standard deviation	0.1105645224
Coefficient of variation (CV)	1.029474227
Kurtosis	12.33117485
Mean	0.1073990194
Median Absolute Deviation (MAD)	0.03890000284
Skewness	2.854736567
Sum	16449.34121
Variance	0.01222451404
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	284	0.1%
0.05119999871	243	0.1%
0.07020000368	223	0.1%
0.05099999905	223	0.1%
0.05090000108	221	0.1%
0.05380000174	220	0.1%
0.06379999965	215	0.1%
0.0513000004	210	0.1%
0.05110000074	209	0.1%
0.06260000169	205	0.1%
Other values (5189)	150908	49.1%
(Missing)	154350	50.2%

Value	Count	Frequency (%)
0	284	0.1%
9.999999747 × 10^-5	4	< 0.1%
0.0001999999949	8	< 0.1%
0.0003000000142	10	< 0.1%
0.0003999999899	14	< 0.1%

Value	Count	Frequency (%)
1	150	< 0.1%
0.9983999729	1	< 0.1%
0.9977999926	1	< 0.1%
0.9893000126	1	< 0.1%
0.9860000014	1	< 0.1%

NONLIVINGAPARTMENTS_AVG
Real number (ℝ)

Missing Zeros

Distinct	386
Distinct (%)	0.4%
Missing	213514
Missing (%)	69.4%
Infinite	0
Infinite (%)	0.0%
Mean	0.008808672606

Minimum	0
Maximum	1
Zeros	54549
Zeros (%)	17.7%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.003899999894
95-th percentile	0.03089999966
Maximum	1
Range	1
Interquartile range (IQR)	0.003899999894

Descriptive statistics

Standard deviation	0.04773166403
Coefficient of variation (CV)	5.418712463
Kurtosis	284.7303467
Mean	0.008808672606
Median Absolute Deviation (MAD)	0
Skewness	15.54118538
Sum	827.9887989
Variance	0.002278311644
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	54549	17.7%
0.003899999894	13606	4.4%
0.007699999958	6351	2.1%
0.01159999985	3714	1.2%
0.01539999992	2533	0.8%
0.01930000074	1673	0.5%
0.001900000032	1250	0.4%
0.0231999997	1195	0.4%
0.0270000007	865	0.3%
0.03089999966	717	0.2%
Other values (376)	7544	2.5%
(Missing)	213514	69.4%

Value	Count	Frequency (%)
0	54549	17.7%
0.0001999999949	1	< 0.1%
0.0003000000142	5	< 0.1%
0.0003999999899	25	< 0.1%
0.0005000000237	6	< 0.1%

Value	Count	Frequency (%)
1	97	< 0.1%
0.9961000085	2	< 0.1%
0.992299974	4	< 0.1%
0.9883999825	1	< 0.1%
0.97299999	3	< 0.1%

NONLIVINGAREA_AVG
Real number (ℝ)

Missing Zeros

Distinct	3290
Distinct (%)	2.4%
Missing	169682
Missing (%)	55.2%
Infinite	0
Infinite (%)	0.0%
Mean	0.0283577571

Minimum	0
Maximum	1
Zeros	58735
Zeros (%)	19.1%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.003599999938
Q3	0.02769999951
95-th percentile	0.1279000044
Maximum	1
Range	1
Interquartile range (IQR)	0.02769999951

Descriptive statistics

Standard deviation	0.06952318549
Coefficient of variation (CV)	2.451646132
Kurtosis	64.91242218
Mean	0.0283577571
Median Absolute Deviation (MAD)	0.003599999938
Skewness	6.559011936
Sum	3908.521303
Variance	0.004833473358
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	58735	19.1%
0.001200000057	546	0.2%
0.004399999976	454	0.1%
0.002199999988	440	0.1%
0.003100000089	415	0.1%
0.001000000047	405	0.1%
0.001099999994	405	0.1%
0.003599999938	399	0.1%
0.003000000026	397	0.1%
0.002400000114	395	0.1%
Other values (3280)	75238	24.5%
(Missing)	169682	55.2%

Value	Count	Frequency (%)
0	58735	19.1%
9.999999747 × 10^-5	163	0.1%
0.0001999999949	107	< 0.1%
0.0003000000142	95	< 0.1%
0.0003999999899	162	0.1%

Value	Count	Frequency (%)
1	136	< 0.1%
0.9955999851	1	< 0.1%
0.9822999835	1	< 0.1%
0.9764000177	1	< 0.1%
0.959100008	2	< 0.1%

APARTMENTS_MODE
Real number (ℝ)

Missing

Distinct	760
Distinct (%)	0.5%
Missing	156061
Missing (%)	50.7%
Infinite	0
Infinite (%)	0.0%
Mean	0.1142310066

Minimum	0
Maximum	1
Zeros	976
Zeros (%)	0.3%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0.0083999997
Q1	0.05249999836
median	0.08399999887
Q3	0.143900007
95-th percentile	0.3192999959
Maximum	1
Range	1
Interquartile range (IQR)	0.09140000865

Descriptive statistics

Standard deviation	0.1079360321
Coefficient of variation (CV)	0.944892594
Kurtosis	11.74605656
Mean	0.1142310066
Median Absolute Deviation (MAD)	0.04210000485
Skewness	2.703051805
Sum	17300.28594
Variance	0.01165018696
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.08399999887	7522	2.4%
0.06300000101	7451	2.4%
0.09449999779	4757	1.5%
0.07349999994	4388	1.4%
0.0083999997	3970	1.3%
0.0167999994	3324	1.1%
0.1049999967	3116	1.0%
0.1512999982	3039	1.0%
0.01260000002	3034	1.0%
0.07559999824	2973	1.0%
Other values (750)	107876	35.1%
(Missing)	156061	50.7%

Value	Count	Frequency (%)
0	976	0.3%
0.001099999994	285	0.1%
0.002099999925	1006	0.3%
0.003199999919	431	0.1%
0.00419999985	1069	0.3%

Value	Count	Frequency (%)
1	150	< 0.1%
0.9988999963	1	< 0.1%
0.9947000146	1	< 0.1%
0.9883999825	1	< 0.1%
0.9853000045	1	< 0.1%

BASEMENTAREA_MODE
Real number (ℝ)

Missing Zeros

Distinct	3841
Distinct (%)	3.0%
Missing	179943
Missing (%)	58.5%
Infinite	0
Infinite (%)	0.0%
Mean	0.08754321228

Minimum	0
Maximum	1
Zeros	16598
Zeros (%)	5.4%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.04069999978
median	0.07460000366
Q3	0.1124000028
95-th percentile	0.227699995
Maximum	1
Range	1
Interquartile range (IQR)	0.071700003

Descriptive statistics

Standard deviation	0.0843071714
Coefficient of variation (CV)	0.963034931
Kurtosis	24.43118858
Mean	0.08754321228
Median Absolute Deviation (MAD)	0.03579999506
Skewness	3.481533051
Sum	11167.7125
Variance	0.007107699756
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	16598	5.4%
0.05660000071	269	0.1%
0.0848999992	265	0.1%
0.06419999897	253	0.1%
0.08299999684	251	0.1%
0.1132000014	243	0.1%
0.07919999957	241	0.1%
0.08259999752	238	0.1%
0.067900002	222	0.1%
0.07549999654	215	0.1%
Other values (3831)	108773	35.4%
(Missing)	179943	58.5%

Value	Count	Frequency (%)
0	16598	5.4%
9.999999747 × 10^-5	105	< 0.1%
0.0001999999949	41	< 0.1%
0.0003000000142	10	< 0.1%
0.0003999999899	33	< 0.1%

Value	Count	Frequency (%)
1	133	< 0.1%
0.9909999967	2	< 0.1%
0.9842000008	2	< 0.1%
0.9786999822	4	< 0.1%
0.9577999711	1	< 0.1%

YEARS_BEGINEXPLUATATION_MODE
Real number (ℝ)

Missing

Distinct	221
Distinct (%)	0.1%
Missing	150007
Missing (%)	48.8%
Infinite	0
Infinite (%)	0.0%
Mean	0.9770653727

Minimum	0
Maximum	1
Zeros	142
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0.9682000279
Q1	0.9767000079
median	0.9815999866
Q3	0.9865999818
95-th percentile	0.9959999919
Maximum	1
Range	1
Interquartile range (IQR)	0.009899973869

Descriptive statistics

Standard deviation	0.06457542628
Coefficient of variation (CV)	0.0660912034
Kurtosis	219.9627686
Mean	0.9770653727
Median Absolute Deviation (MAD)	0.004999995232
Skewness	-14.75531864
Sum	153891.7045
Variance	0.004169986118
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.9871000051	4291	1.4%
0.9865999818	4173	1.4%
0.986100018	4167	1.4%
0.9800999761	4110	1.3%
0.9805999994	4083	1.3%
0.9855999947	4075	1.3%
0.9850999713	4016	1.3%
0.9815999866	3976	1.3%
0.9796000123	3974	1.3%
0.9790999889	3935	1.3%
Other values (211)	116704	38.0%
(Missing)	150007	48.8%

Value	Count	Frequency (%)
0	142	< 0.1%
0.0005000000237	525	0.2%
0.01840000041	1	< 0.1%
0.04520000145	1	< 0.1%
0.09730000049	1	< 0.1%

Value	Count	Frequency (%)
1	211	0.1%
0.9994999766	702	0.2%
0.9990000129	915	0.3%
0.9984999895	1053	0.3%
0.9980000257	1065	0.3%

YEARS_BUILD_MODE
Real number (ℝ)

Missing

Distinct	154
Distinct (%)	0.1%
Missing	204488
Missing (%)	66.5%
Infinite	0
Infinite (%)	0.0%
Mean	0.7596373218

Minimum	0
Maximum	1
Zeros	103
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0.6079999804
Q1	0.6994000077
median	0.7648000121
Q3	0.8235999942
95-th percentile	0.9542999864
Maximum	1
Range	1
Interquartile range (IQR)	0.1241999865

Descriptive statistics

Standard deviation	0.110111028
Coefficient of variation (CV)	0.1449521038
Kurtosis	4.764472485
Mean	0.7596373218
Median Absolute Deviation (MAD)	0.06529998779
Skewness	-1.002304196
Sum	78260.11581
Variance	0.01212443784
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.8300999999	2960	1.0%
0.8235999942	2879	0.9%
0.7386999726	2789	0.9%
0.8170999885	2763	0.9%
0.8105000257	2755	0.9%
0.7451999784	2737	0.9%
0.8367000222	2711	0.9%
0.80400002	2707	0.9%
0.7583000064	2704	0.9%
0.7778999805	2689	0.9%
Other values (144)	75329	24.5%
(Missing)	204488	66.5%

Value	Count	Frequency (%)
0	103	< 0.1%
0.0003000000142	3	< 0.1%
0.01339999959	2	< 0.1%
0.01989999972	2	< 0.1%
0.02649999969	2	< 0.1%

Value	Count	Frequency (%)
1	183	0.1%
0.9934999943	487	0.2%
0.986899972	653	0.2%
0.9804000258	791	0.3%
0.9739000201	779	0.3%

COMMONAREA_MODE
Real number (ℝ)

Missing Zeros

Distinct	3128
Distinct (%)	3.4%
Missing	214865
Missing (%)	69.9%
Infinite	0
Infinite (%)	0.0%
Mean	0.04255313778

Minimum	0
Maximum	1
Zeros	9690
Zeros (%)	3.2%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.007199999876
median	0.01899999939
Q3	0.04899999872
95-th percentile	0.1532000005
Maximum	1
Range	1
Interquartile range (IQR)	0.04179999884

Descriptive statistics

Standard deviation	0.07444452494
Coefficient of variation (CV)	1.749448544
Kurtosis	48.86099625
Mean	0.04255313778
Median Absolute Deviation (MAD)	0.01640000008
Skewness	5.620589256
Sum	3942.378003
Variance	0.005541986786
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	9690	3.2%
0.00800000038	546	0.2%
0.007899999619	543	0.2%
0.007799999788	518	0.2%
0.00810000021	416	0.1%
0.008700000122	397	0.1%
0.00139999995	394	0.1%
0.007000000216	363	0.1%
0.007100000046	341	0.1%
0.001200000057	332	0.1%
Other values (3118)	79106	25.7%
(Missing)	214865	69.9%

Value	Count	Frequency (%)
0	9690	3.2%
9.999999747 × 10^-5	60	< 0.1%
0.0001999999949	52	< 0.1%
0.0003000000142	68	< 0.1%
0.0003999999899	63	< 0.1%

Value	Count	Frequency (%)
1	89	< 0.1%
0.9997000098	2	< 0.1%
0.992299974	1	< 0.1%
0.9689000249	1	< 0.1%
0.9639000297	1	< 0.1%

ELEVATORS_MODE
Real number (ℝ)

Missing Zeros

Distinct	26
Distinct (%)	< 0.1%
Missing	163891
Missing (%)	53.3%
Infinite	0
Infinite (%)	0.0%
Mean	0.07448973609

Minimum	0
Maximum	1
Zeros	89498
Zeros (%)	29.1%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.1208000034
95-th percentile	0.3222000003
Maximum	1
Range	1
Interquartile range (IQR)	0.1208000034

Descriptive statistics

Standard deviation	0.1322561353
Coefficient of variation (CV)	1.77549475
Kurtosis	8.59794426
Mean	0.07448973609
Median Absolute Deviation (MAD)	0
Skewness	2.552281141
Sum	10698.2159
Variance	0.01749168523
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=26)

Value	Count	Frequency (%)
0	89498	29.1%
0.08060000092	11629	3.8%
0.1611000001	9675	3.1%
0.2416999936	6379	2.1%
0.1208000034	5734	1.9%
0.04030000046	4876	1.6%
0.2013999969	3962	1.3%
0.3222000003	2887	0.9%
0.2820000052	2135	0.7%
0.4027999938	1554	0.5%
Other values (16)	5291	1.7%
(Missing)	163891	53.3%

Value	Count	Frequency (%)
0	89498	29.1%
0.04030000046	4876	1.6%
0.08060000092	11629	3.8%
0.1208000034	5734	1.9%
0.1611000001	9675	3.1%

Value	Count	Frequency (%)
1	144	< 0.1%
0.9667000175	87	< 0.1%
0.9264000058	20	< 0.1%
0.8862000108	66	< 0.1%
0.8458999991	34	< 0.1%

ENTRANCES_MODE
Real number (ℝ)

Missing

Distinct	30
Distinct (%)	< 0.1%
Missing	154828
Missing (%)	50.3%
Infinite	0
Infinite (%)	0.0%
Mean	0.1451926572

Minimum	0
Maximum	1
Zeros	387
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0.03449999914
Q1	0.06899999827
median	0.1378999949
Q3	0.2069000006
95-th percentile	0.3102999926
Maximum	1
Range	1
Interquartile range (IQR)	0.1379000023

Descriptive statistics

Standard deviation	0.1009769887
Coefficient of variation (CV)	0.6954689765
Kurtosis	11.4224596
Mean	0.1451926572
Median Absolute Deviation (MAD)	0.06889999658
Skewness	2.392343521
Sum	22168.45047
Variance	0.01019635238
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=30)

Value	Count	Frequency (%)
0.1378999949	36041	11.7%
0.06899999827	26704	8.7%
0.1033999994	20533	6.7%
0.2069000006	19678	6.4%
0.03449999914	19428	6.3%
0.1723999977	8986	2.9%
0.2759000063	8036	2.6%
0.2414000034	4013	1.3%
0.3447999954	2046	0.7%
0.3102999926	2014	0.7%
Other values (20)	5204	1.7%
(Missing)	154828	50.3%

Value	Count	Frequency (%)
0	387	0.1%
0.03449999914	19428	6.3%
0.06899999827	26704	8.7%
0.1033999994	20533	6.7%
0.1378999949	36041	11.7%

Value	Count	Frequency (%)
1	152	< 0.1%
0.9654999971	25	< 0.1%
0.9309999943	21	< 0.1%
0.896600008	52	< 0.1%
0.8621000051	14	< 0.1%

FLOORSMAX_MODE
Real number (ℝ)

Missing Zeros

Distinct	25
Distinct (%)	< 0.1%
Missing	153020
Missing (%)	49.8%
Infinite	0
Infinite (%)	0.0%
Mean	0.2223150488

Minimum	0
Maximum	1
Zeros	3415
Zeros (%)	1.1%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0.04170000181
Q1	0.1667000055
median	0.1667000055
Q3	0.3332999945
95-th percentile	0.4582999945
Maximum	1
Range	1
Interquartile range (IQR)	0.1665999889

Descriptive statistics

Standard deviation	0.1437094063
Coefficient of variation (CV)	0.6464223048
Kurtosis	2.535687685
Mean	0.2223150488
Median Absolute Deviation (MAD)	0.08340000361
Skewness	1.244342566
Sum	34345.67421
Variance	0.02065239288
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=25)

Value	Count	Frequency (%)
0.1667000055	65550	21.3%
0.3332999945	34373	11.2%
0.04170000181	15616	5.1%
0.375	8321	2.7%
0.125	7267	2.4%
0.08330000192	6785	2.2%
0	3415	1.1%
0.4582999945	3216	1.0%
0.625	2075	0.7%
0.5417000055	1836	0.6%
Other values (15)	6037	2.0%
(Missing)	153020	49.8%

Value	Count	Frequency (%)
0	3415	1.1%
0.04170000181	15616	5.1%
0.08330000192	6785	2.2%
0.125	7267	2.4%
0.1667000055	65550	21.3%

Value	Count	Frequency (%)
1	164	0.1%
0.9582999945	94	< 0.1%
0.9167000055	38	< 0.1%
0.875	229	0.1%
0.8332999945	22	< 0.1%

FLOORSMIN_MODE
Real number (ℝ)

Missing

Distinct	25
Distinct (%)	< 0.1%
Missing	208642
Missing (%)	67.8%
Infinite	0
Infinite (%)	0.0%
Mean	0.2280584915

Minimum	0
Maximum	1
Zeros	2517
Zeros (%)	0.8%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0.04170000181
Q1	0.08330000192
median	0.2082999945
Q3	0.375
95-th percentile	0.5
Maximum	1
Range	1
Interquartile range (IQR)	0.2916999981

Descriptive statistics

Standard deviation	0.1611597538
Coefficient of variation (CV)	0.7066597379
Kurtosis	1.35372591
Mean	0.2280584915
Median Absolute Deviation (MAD)	0.1665999889
Skewness	0.9638348818
Sum	22547.91499
Variance	0.02597246692
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=25)

Value	Count	Frequency (%)
0.2082999945	34403	11.2%
0.375	19042	6.2%
0.04170000181	18917	6.2%
0.08330000192	5349	1.7%
0.4167000055	4105	1.3%
0.1667000055	3636	1.2%
0.125	3170	1.0%
0	2517	0.8%
0.5	1889	0.6%
0.6667000055	1264	0.4%
Other values (15)	4577	1.5%
(Missing)	208642	67.8%

Value	Count	Frequency (%)
0	2517	0.8%
0.04170000181	18917	6.2%
0.08330000192	5349	1.7%
0.125	3170	1.0%
0.1667000055	3636	1.2%

Value	Count	Frequency (%)
1	141	< 0.1%
0.9582999945	17	< 0.1%
0.9167000055	131	< 0.1%
0.875	9	< 0.1%
0.8332999945	22	< 0.1%

LANDAREA_MODE
Real number (ℝ)

Missing Zeros

Distinct	3563
Distinct (%)	2.9%
Missing	182590
Missing (%)	59.4%
Infinite	0
Infinite (%)	0.0%
Mean	0.06495768448

Minimum	0
Maximum	1
Zeros	17453
Zeros (%)	5.7%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.01659999974
median	0.04580000043
Q3	0.08410000056
95-th percentile	0.195600003
Maximum	1
Range	1
Interquartile range (IQR)	0.06750000082

Descriptive statistics

Standard deviation	0.08175028116
Coefficient of variation (CV)	1.258515937
Kurtosis	33.27326965
Mean	0.06495768448
Median Absolute Deviation (MAD)	0.03200000152
Skewness	4.377026558
Sum	8114.578903
Variance	0.006683107931
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	17453	5.7%
0.01940000057	208	0.1%
0.0644999966	193	0.1%
0.04839999974	192	0.1%
0.03229999915	188	0.1%
0.01470000017	178	0.1%
0.01109999977	175	0.1%
0.01439999975	175	0.1%
0.02580000088	173	0.1%
0.02419999987	172	0.1%
Other values (3553)	105814	34.4%
(Missing)	182590	59.4%

Value	Count	Frequency (%)
0	17453	5.7%
9.999999747 × 10^-5	24	< 0.1%
0.0001999999949	14	< 0.1%
0.0003000000142	6	< 0.1%
0.0003999999899	14	< 0.1%

Value	Count	Frequency (%)
1	129	< 0.1%
0.9911000133	1	< 0.1%
0.9714000225	1	< 0.1%
0.9664999843	2	< 0.1%
0.9587000012	3	< 0.1%

LIVINGAPARTMENTS_MODE
Real number (ℝ)

Missing

Distinct	736
Distinct (%)	0.8%
Missing	210199
Missing (%)	68.4%
Infinite	0
Infinite (%)	0.0%
Mean	0.105644857

Minimum	0
Maximum	1
Zeros	519
Zeros (%)	0.2%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0.01099999994
Q1	0.05420000106
median	0.07710000128
Q3	0.1313000023
95-th percentile	0.2948000133
Maximum	1
Range	1
Interquartile range (IQR)	0.07710000128

Descriptive statistics

Standard deviation	0.09788045287
Coefficient of variation (CV)	0.9265046655
Kurtosis	14.2249918
Mean	0.105644857
Median Absolute Deviation (MAD)	0.03390000015
Skewness	2.902671576
Sum	10280.51232
Variance	0.00958058238
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.05510000139	4931	1.6%
0.07349999994	4797	1.6%
0.08259999752	2966	1.0%
0.06430000067	2853	0.9%
0.09179999679	2069	0.7%
0.1322000027	1972	0.6%
0.06610000134	1930	0.6%
0.007300000172	1883	0.6%
0.01470000017	1585	0.5%
0.0588000007	1519	0.5%
Other values (726)	70807	23.0%
(Missing)	210199	68.4%

Value	Count	Frequency (%)
0	519	0.2%
0.0008999999845	156	0.1%
0.001799999969	295	0.1%
0.0027999999	146	< 0.1%
0.003700000001	413	0.1%

Value	Count	Frequency (%)
1	94	< 0.1%
0.9825999737	1	< 0.1%
0.9815999866	2	< 0.1%
0.9779999852	1	< 0.1%
0.9761000276	1	< 0.1%

LIVINGAREA_MODE
Real number (ℝ)

Missing

Distinct	5301
Distinct (%)	3.5%
Missing	154350
Missing (%)	50.2%
Infinite	0
Infinite (%)	0.0%
Mean	0.1059750505

Minimum	0
Maximum	1
Zeros	444
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0.007899999619
Q1	0.04270000011
median	0.07310000062
Q3	0.1252000034
95-th percentile	0.3230000138
Maximum	1
Range	1
Interquartile range (IQR)	0.08250000328

Descriptive statistics

Standard deviation	0.1118452698
Coefficient of variation (CV)	1.055392465
Kurtosis	12.45906258
Mean	0.1059750505
Median Absolute Deviation (MAD)	0.03909999877
Skewness	2.902491093
Sum	16231.24471
Variance	0.0125093637
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	444	0.1%
0.05299999937	272	0.1%
0.05319999903	262	0.1%
0.05290000141	249	0.1%
0.05330000073	242	0.1%
0.0560999997	224	0.1%
0.06560000032	224	0.1%
0.07339999825	223	0.1%
0.05359999835	222	0.1%
0.05249999836	220	0.1%
Other values (5291)	150579	49.0%
(Missing)	154350	50.2%

Value	Count	Frequency (%)
0	444	0.1%
9.999999747 × 10^-5	7	< 0.1%
0.0001999999949	7	< 0.1%
0.0003000000142	16	< 0.1%
0.0003999999899	24	< 0.1%

Value	Count	Frequency (%)
1	150	< 0.1%
0.9950000048	3	< 0.1%
0.992200017	13	< 0.1%
0.9886000156	2	< 0.1%
0.986800015	1	< 0.1%

NONLIVINGAPARTMENTS_MODE
Real number (ℝ)

Missing Zeros

Distinct	167
Distinct (%)	0.2%
Missing	213514
Missing (%)	69.4%
Infinite	0
Infinite (%)	0.0%
Mean	0.008076387497

Minimum	0
Maximum	1
Zeros	59255
Zeros (%)	19.3%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.003899999894
95-th percentile	0.02720000036
Maximum	1
Range	1
Interquartile range (IQR)	0.003899999894

Descriptive statistics

Standard deviation	0.04627626762
Coefficient of variation (CV)	5.729822601
Kurtosis	309.7269592
Mean	0.008076387497
Median Absolute Deviation (MAD)	0
Skewness	16.25181961
Sum	759.1561956
Variance	0.002141492907
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	59255	19.3%
0.003899999894	14105	4.6%
0.007799999788	6413	2.1%
0.01169999968	3675	1.2%
0.01559999958	2492	0.8%
0.0195000004	1653	0.5%
0.02329999954	1177	0.4%
0.02720000036	840	0.3%
0.03109999932	711	0.2%
0.03500000015	527	0.2%
Other values (157)	3149	1.0%
(Missing)	213514	69.4%

Value	Count	Frequency (%)
0	59255	19.3%
0.003899999894	14105	4.6%
0.007799999788	6413	2.1%
0.01169999968	3675	1.2%
0.01559999958	2492	0.8%

Value	Count	Frequency (%)
1	100	< 0.1%
0.9961000085	1	< 0.1%
0.9804999828	3	< 0.1%
0.9649999738	2	< 0.1%
0.9532999992	2	< 0.1%

NONLIVINGAREA_MODE
Real number (ℝ)

Missing Zeros

Distinct	3327
Distinct (%)	2.4%
Missing	169682
Missing (%)	55.2%
Infinite	0
Infinite (%)	0.0%
Mean	0.02702231971

Minimum	0
Maximum	1
Zeros	67126
Zeros (%)	21.8%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.001099999994
Q3	0.02309999987
95-th percentile	0.1294
Maximum	1
Range	1
Interquartile range (IQR)	0.02309999987

Descriptive statistics

Standard deviation	0.07025386393
Coefficient of variation (CV)	2.599845783
Kurtosis	63.35707474
Mean	0.02702231971
Median Absolute Deviation (MAD)	0.001099999994
Skewness	6.522450924
Sum	3724.459303
Variance	0.004935604986
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	67126	21.8%
0.001099999994	477	0.2%
0.004600000102	466	0.2%
0.003299999982	430	0.1%
0.001200000057	427	0.1%
0.002300000051	426	0.1%
0.001300000004	410	0.1%
0.003000000026	370	0.1%
0.00549999997	363	0.1%
0.003700000001	357	0.1%
Other values (3317)	66977	21.8%
(Missing)	169682	55.2%

Value	Count	Frequency (%)
0	67126	21.8%
9.999999747 × 10^-5	123	< 0.1%
0.0001999999949	125	< 0.1%
0.0003000000142	61	< 0.1%
0.0003999999899	90	< 0.1%

Value	Count	Frequency (%)
1	135	< 0.1%
0.9878000021	1	< 0.1%
0.9851999879	1	< 0.1%
0.9840000272	5	< 0.1%
0.9751999974	1	< 0.1%

APARTMENTS_MEDI
Real number (ℝ)

Missing

Distinct	1148
Distinct (%)	0.8%
Missing	156061
Missing (%)	50.7%
Infinite	0
Infinite (%)	0.0%
Mean	0.1178499209

Minimum	0
Maximum	1
Zeros	771
Zeros (%)	0.3%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0.00829999987
Q1	0.05829999968
median	0.08640000224
Q3	0.1489000022
95-th percentile	0.3300000131
Maximum	1
Range	1
Interquartile range (IQR)	0.09060000256

Descriptive statistics

Standard deviation	0.1090759113
Coefficient of variation (CV)	0.9255492963
Kurtosis	11.2421875
Mean	0.1178499209
Median Absolute Deviation (MAD)	0.04369999468
Skewness	2.639255285
Sum	17848.37052
Variance	0.01189755369
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.08330000192	7109	2.3%
0.0625	6687	2.2%
0.09369999915	4622	1.5%
0.07289999723	4211	1.4%
0.00829999987	3562	1.2%
0.01669999957	3098	1.0%
0.1040999964	3097	1.0%
0.1499000043	2992	1.0%
0.01250000019	2801	0.9%
0.07490000129	2559	0.8%
Other values (1138)	110712	36.0%
(Missing)	156061	50.7%

Value	Count	Frequency (%)
0	771	0.3%
0.001000000047	199	0.1%
0.00159999996	6	< 0.1%
0.002099999925	808	0.3%
0.002600000007	13	< 0.1%

Value	Count	Frequency (%)
1	142	< 0.1%
0.9993000031	1	< 0.1%
0.9972000122	7	< 0.1%
0.9909999967	9	< 0.1%
0.9898999929	1	< 0.1%

BASEMENTAREA_MEDI
Real number (ℝ)

Missing Zeros

Distinct	3772
Distinct (%)	3.0%
Missing	179943
Missing (%)	58.5%
Infinite	0
Infinite (%)	0.0%
Mean	0.08795485468

Minimum	0
Maximum	1
Zeros	14991
Zeros (%)	4.9%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.04369999841
median	0.07580000162
Q3	0.1115999967
95-th percentile	0.2231000066
Maximum	1
Range	1
Interquartile range (IQR)	0.06789999828

Descriptive statistics

Standard deviation	0.08217875659
Coefficient of variation (CV)	0.9343288315
Kurtosis	25.8297596
Mean	0.08795485468
Median Absolute Deviation (MAD)	0.03400000185
Skewness	3.553039312
Sum	11220.2249
Variance	0.006753347814
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	14991	4.9%
0.08179999888	271	0.1%
0.1090999991	266	0.1%
0.05449999869	265	0.1%
0.0727000013	248	0.1%
0.07959999889	246	0.1%
0.07999999821	240	0.1%
0.08049999923	234	0.1%
0.06549999863	221	0.1%
0.07970000058	209	0.1%
Other values (3762)	110377	35.9%
(Missing)	179943	58.5%

Value	Count	Frequency (%)
0	14991	4.9%
9.999999747 × 10^-5	106	< 0.1%
0.0001999999949	39	< 0.1%
0.0003000000142	8	< 0.1%
0.0003999999899	31	< 0.1%

Value	Count	Frequency (%)
1	130	< 0.1%
0.9944999814	1	< 0.1%
0.9693999887	2	< 0.1%
0.9682000279	1	< 0.1%
0.9677000046	1	< 0.1%

YEARS_BEGINEXPLUATATION_MEDI
Real number (ℝ)

Missing

Distinct	245
Distinct (%)	0.2%
Missing	150007
Missing (%)	48.8%
Infinite	0
Infinite (%)	0.0%
Mean	0.977752264

Minimum	0
Maximum	1
Zeros	548
Zeros (%)	0.2%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0.9686999917
Q1	0.9767000079
median	0.9815999866
Q3	0.9865999818
95-th percentile	0.9959999919
Maximum	1
Range	1
Interquartile range (IQR)	0.009899973869

Descriptive statistics

Standard deviation	0.05989731476
Coefficient of variation (CV)	0.06126021587
Kurtosis	248.3965149
Mean	0.977752264
Median Absolute Deviation (MAD)	0.004999995232
Skewness	-15.57312393
Sum	153999.8926
Variance	0.003587688319
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.9871000051	4314	1.4%
0.986100018	4247	1.4%
0.9855999947	4199	1.4%
0.9865999818	4138	1.3%
0.9800999761	4115	1.3%
0.9805999994	4069	1.3%
0.9850999713	4032	1.3%
0.9796000123	3963	1.3%
0.9876000285	3948	1.3%
0.9815999866	3930	1.3%
Other values (235)	116549	37.9%
(Missing)	150007	48.8%

Value	Count	Frequency (%)
0	548	0.2%
0.0178999994	1	< 0.1%
0.04470000044	1	< 0.1%
0.09690000117	1	< 0.1%
0.09740000218	1	< 0.1%

Value	Count	Frequency (%)
1	206	0.1%
0.9994999766	717	0.2%
0.9990000129	926	0.3%
0.9984999895	1073	0.3%
0.9980000257	1114	0.4%

YEARS_BUILD_MEDI
Real number (ℝ)

Missing

Distinct	151
Distinct (%)	0.1%
Missing	204488
Missing (%)	66.5%
Infinite	0
Infinite (%)	0.0%
Mean	0.7557462732

Minimum	0
Maximum	1
Zeros	101
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0.5975000262
Q1	0.6913999915
median	0.75849998
Q3	0.825600028
95-th percentile	0.9530000091
Maximum	1
Range	1
Interquartile range (IQR)	0.1342000365

Descriptive statistics

Standard deviation	0.1120663211
Coefficient of variation (CV)	0.1482856417
Kurtosis	4.468809605
Mean	0.7557462732
Median Absolute Deviation (MAD)	0.06709998846
Skewness	-0.9627835751
Sum	77859.2483
Variance	0.01255885977
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.825600028	2994	1.0%
0.8188999891	2883	0.9%
0.8054000139	2842	0.9%
0.7315999866	2799	0.9%
0.8120999932	2784	0.9%
0.8323000073	2740	0.9%
0.7383000255	2739	0.9%
0.798699975	2700	0.9%
0.7518000007	2687	0.9%
0.7718999982	2686	0.9%
Other values (141)	75169	24.4%
(Missing)	204488	66.5%

Value	Count	Frequency (%)
0	101	< 0.1%
0.0003000000142	2	< 0.1%
0.007100000046	1	< 0.1%
0.01379999984	2	< 0.1%
0.02050000057	3	< 0.1%

Value	Count	Frequency (%)
1	182	0.1%
0.9933000207	494	0.2%
0.9865999818	665	0.2%
0.9799000025	802	0.3%
0.9732000232	819	0.3%

COMMONAREA_MEDI
Real number (ℝ)

Missing Zeros

Distinct	3202
Distinct (%)	3.5%
Missing	214865
Missing (%)	69.9%
Infinite	0
Infinite (%)	0.0%
Mean	0.04459510181

Minimum	0
Maximum	1
Zeros	8691
Zeros (%)	2.8%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.007899999619
median	0.02080000006
Q3	0.0513000004
95-th percentile	0.1608999968
Maximum	1
Range	1
Interquartile range (IQR)	0.04340000078

Descriptive statistics

Standard deviation	0.07614426315
Coefficient of variation (CV)	1.707457996
Kurtosis	45.26358414
Mean	0.04459510181
Median Absolute Deviation (MAD)	0.01720000058
Skewness	5.419238567
Sum	4131.557802
Variance	0.005797948688
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	8691	2.8%
0.007899999619	581	0.2%
0.00800000038	486	0.2%
0.007799999788	481	0.2%
0.00139999995	377	0.1%
0.008600000292	376	0.1%
0.00810000021	337	0.1%
0.007100000046	336	0.1%
0.008700000122	309	0.1%
0.001200000057	308	0.1%
Other values (3192)	80364	26.1%
(Missing)	214865	69.9%

Value	Count	Frequency (%)
0	8691	2.8%
9.999999747 × 10^-5	57	< 0.1%
0.0001999999949	49	< 0.1%
0.0003000000142	73	< 0.1%
0.0003999999899	63	< 0.1%

Value	Count	Frequency (%)
1	90	< 0.1%
0.996900022	2	< 0.1%
0.9896000028	1	< 0.1%
0.9661999941	1	< 0.1%
0.9613000154	1	< 0.1%

ELEVATORS_MEDI
Real number (ℝ)

Missing Zeros

Distinct	46
Distinct (%)	< 0.1%
Missing	163891
Missing (%)	53.3%
Infinite	0
Infinite (%)	0.0%
Mean	0.07807784365

Minimum	0
Maximum	1
Zeros	87026
Zeros (%)	28.3%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.1199999973
95-th percentile	0.3600000143
Maximum	1
Range	1
Interquartile range (IQR)	0.1199999973

Descriptive statistics

Standard deviation	0.1344671547
Coefficient of variation (CV)	1.722219114
Kurtosis	7.963977814
Mean	0.07807784365
Median Absolute Deviation (MAD)	0
Skewness	2.457823992
Sum	11213.53991
Variance	0.01808141731
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=46)

Value	Count	Frequency (%)
0	87026	28.3%
0.07999999821	10832	3.5%
0.1599999964	9278	3.0%
0.2399999946	6392	2.1%
0.1199999973	5946	1.9%
0.03999999911	4852	1.6%
0.200000003	4162	1.4%
0.3199999928	2937	1.0%
0.2800000012	2317	0.8%
0.400000006	1604	0.5%
Other values (36)	8274	2.7%
(Missing)	163891	53.3%

Value	Count	Frequency (%)
0	87026	28.3%
0.01999999955	368	0.1%
0.03999999911	4852	1.6%
0.05999999866	388	0.1%
0.07999999821	10832	3.5%

Value	Count	Frequency (%)
1	158	0.1%
0.9599999785	81	< 0.1%
0.9200000167	20	< 0.1%
0.8999999762	6	< 0.1%
0.8799999952	68	< 0.1%

ENTRANCES_MEDI
Real number (ℝ)

Missing

Distinct	46
Distinct (%)	< 0.1%
Missing	154828
Missing (%)	50.3%
Infinite	0
Infinite (%)	0.0%
Mean	0.1492127793

Minimum	0
Maximum	1
Zeros	329
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0.03449999914
Q1	0.06899999827
median	0.1378999949
Q3	0.2069000006
95-th percentile	0.3102999926
Maximum	1
Range	1
Interquartile range (IQR)	0.1379000023

Descriptive statistics

Standard deviation	0.1003683954
Coefficient of variation (CV)	0.6726528109
Kurtosis	11.47406673
Mean	0.1492127793
Median Absolute Deviation (MAD)	0.06889999658
Skewness	2.387711048
Sum	22782.25479
Variance	0.01007381454
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=46)

Value	Count	Frequency (%)
0.1378999949	35535	11.6%
0.06899999827	24193	7.9%
0.1033999994	20492	6.7%
0.2069000006	19750	6.4%
0.03449999914	16150	5.3%
0.1723999977	9566	3.1%
0.2759000063	8048	2.6%
0.2414000034	4318	1.4%
0.3447999954	2108	0.7%
0.3102999926	2086	0.7%
Other values (36)	10437	3.4%
(Missing)	154828	50.3%

Value	Count	Frequency (%)
0	329	0.1%
0.01720000058	7	< 0.1%
0.03449999914	16150	5.3%
0.05169999972	611	0.2%
0.06899999827	24193	7.9%

Value	Count	Frequency (%)
1	153	< 0.1%
0.9654999971	25	< 0.1%
0.9309999943	21	< 0.1%
0.896600008	52	< 0.1%
0.8621000051	14	< 0.1%

FLOORSMAX_MEDI
Real number (ℝ)

Missing

Distinct	49
Distinct (%)	< 0.1%
Missing	153020
Missing (%)	49.8%
Infinite	0
Infinite (%)	0.0%
Mean	0.2258965914

Minimum	0
Maximum	1
Zeros	2995
Zeros (%)	1.0%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0.04170000181
Q1	0.1667000055
median	0.1667000055
Q3	0.3332999945
95-th percentile	0.4792000055
Maximum	1
Range	1
Interquartile range (IQR)	0.1665999889

Descriptive statistics

Standard deviation	0.1450670213
Coefficient of variation (CV)	0.6421833121
Kurtosis	2.468554735
Mean	0.2258965914
Median Absolute Deviation (MAD)	0.08340000361
Skewness	1.240185499
Sum	34898.9903
Variance	0.02104444243
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=49)

Value	Count	Frequency (%)
0.1667000055	63607	20.7%
0.3332999945	33279	10.8%
0.04170000181	14832	4.8%
0.375	8207	2.7%
0.125	7079	2.3%
0.08330000192	6657	2.2%
0.4582999945	3089	1.0%
0	2995	1.0%
0.625	2042	0.7%
0.5417000055	1860	0.6%
Other values (39)	10844	3.5%
(Missing)	153020	49.8%

Value	Count	Frequency (%)
0	2995	1.0%
0.02080000006	126	< 0.1%
0.04170000181	14832	4.8%
0.0625	132	< 0.1%
0.08330000192	6657	2.2%

Value	Count	Frequency (%)
1	170	0.1%
0.9792000055	1	< 0.1%
0.9582999945	95	< 0.1%
0.9375	4	< 0.1%
0.9167000055	37	< 0.1%

FLOORSMIN_MEDI
Real number (ℝ)

Missing

Distinct	47
Distinct (%)	< 0.1%
Missing	208642
Missing (%)	67.8%
Infinite	0
Infinite (%)	0.0%
Mean	0.231624937

Minimum	0
Maximum	1
Zeros	2351
Zeros (%)	0.8%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0.04170000181
Q1	0.08330000192
median	0.2082999945
Q3	0.375
95-th percentile	0.5
Maximum	1
Range	1
Interquartile range (IQR)	0.2916999981

Descriptive statistics

Standard deviation	0.1619335413
Coefficient of variation (CV)	0.6991196345
Kurtosis	1.346574068
Mean	0.231624937
Median Absolute Deviation (MAD)	0.1665999889
Skewness	0.960226655
Sum	22900.5259
Variance	0.02622247301
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=47)

Value	Count	Frequency (%)
0.2082999945	33737	11.0%
0.375	18538	6.0%
0.04170000181	18090	5.9%
0.08330000192	5131	1.7%
0.4167000055	4068	1.3%
0.1667000055	3570	1.2%
0.125	3373	1.1%
0	2351	0.8%
0.5	1835	0.6%
0.6667000055	1261	0.4%
Other values (37)	6915	2.2%
(Missing)	208642	67.8%

Value	Count	Frequency (%)
0	2351	0.8%
0.02080000006	50	< 0.1%
0.04170000181	18090	5.9%
0.0625	51	< 0.1%
0.08330000192	5131	1.7%

Value	Count	Frequency (%)
1	147	< 0.1%
0.9792000055	5	< 0.1%
0.9582999945	14	< 0.1%
0.9167000055	130	< 0.1%
0.875	16	< 0.1%

LANDAREA_MEDI
Real number (ℝ)

Missing Zeros

Distinct	3560
Distinct (%)	2.8%
Missing	182590
Missing (%)	59.4%
Infinite	0
Infinite (%)	0.0%
Mean	0.06716874908

Minimum	0
Maximum	1
Zeros	15919
Zeros (%)	5.2%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.0186999999
median	0.04870000109
Q3	0.08680000156
95-th percentile	0.1976000071
Maximum	1
Range	1
Interquartile range (IQR)	0.06810000166

Descriptive statistics

Standard deviation	0.08216700703
Coefficient of variation (CV)	1.223292203
Kurtosis	33.23797607
Mean	0.06716874908
Median Absolute Deviation (MAD)	0.03270000219
Skewness	4.368291855
Sum	8390.787304
Variance	0.006751417648
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	15919	5.2%
0.01930000074	197	0.1%
0.06419999897	194	0.1%
0.04820000008	186	0.1%
0.01429999992	180	0.1%
0.01610000059	180	0.1%
0.08030000329	179	0.1%
0.02410000004	177	0.1%
0.03209999949	176	0.1%
0.01779999956	175	0.1%
Other values (3550)	107358	34.9%
(Missing)	182590	59.4%

Value	Count	Frequency (%)
0	15919	5.2%
9.999999747 × 10^-5	14	< 0.1%
0.0001999999949	13	< 0.1%
0.0003000000142	7	< 0.1%
0.0003999999899	11	< 0.1%

Value	Count	Frequency (%)
1	135	< 0.1%
0.9947000146	3	< 0.1%
0.9858000278	1	< 0.1%
0.9661999941	1	< 0.1%
0.9613999724	2	< 0.1%

LIVINGAPARTMENTS_MEDI
Real number (ℝ)

Missing

Distinct	1097
Distinct (%)	1.1%
Missing	210199
Missing (%)	68.4%
Infinite	0
Infinite (%)	0.0%
Mean	0.1019544733

Minimum	0
Maximum	1
Zeros	433
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0.0103000002
Q1	0.0513000004
median	0.07609999925
Q3	0.1230999976
95-th percentile	0.27700001
Maximum	1
Range	1
Interquartile range (IQR)	0.07179999724

Descriptive statistics

Standard deviation	0.09364233911
Coefficient of variation (CV)	0.9184720992
Kurtosis	15.69705296
Mean	0.1019544733
Median Absolute Deviation (MAD)	0.03339999914
Skewness	2.988291502
Sum	9921.393705
Variance	0.008768887259
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0513000004	4500	1.5%
0.06840000302	4497	1.5%
0.07699999958	2926	1.0%
0.05990000069	2708	0.9%
0.08550000191	2014	0.7%
0.1230999976	1921	0.6%
0.00680000009	1715	0.6%
0.06159999967	1691	0.5%
0.1026000008	1517	0.5%
0.01370000001	1487	0.5%
Other values (1087)	72336	23.5%
(Missing)	210199	68.4%

Value	Count	Frequency (%)
0	433	0.1%
0.0008999999845	117	< 0.1%
0.001300000004	1	< 0.1%
0.001700000023	254	0.1%
0.002099999925	2	< 0.1%

Value	Count	Frequency (%)
1	91	< 0.1%
0.980799973	2	< 0.1%
0.9653999805	4	< 0.1%
0.9509000182	5	< 0.1%
0.9312000275	5	< 0.1%

LIVINGAREA_MEDI
Real number (ℝ)

Missing

Distinct	5281
Distinct (%)	3.4%
Missing	154350
Missing (%)	50.2%
Infinite	0
Infinite (%)	0.0%
Mean	0.1086067361

Minimum	0
Maximum	1
Zeros	299
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0.00829999987
Q1	0.04569999874
median	0.07490000129
Q3	0.1303000003
95-th percentile	0.3255000114
Maximum	1
Range	1
Interquartile range (IQR)	0.08460000157

Descriptive statistics

Standard deviation	0.1122602522
Coefficient of variation (CV)	1.033639867
Kurtosis	12.1385603
Mean	0.1086067361
Median Absolute Deviation (MAD)	0.0393999964
Skewness	2.848935366
Sum	16634.3163
Variance	0.01260236464
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	299	0.1%
0.05480000004	239	0.1%
0.05180000141	234	0.1%
0.05200000107	233	0.1%
0.05209999904	232	0.1%
0.05220000073	225	0.1%
0.05189999938	217	0.1%
0.0513000004	217	0.1%
0.07169999927	212	0.1%
0.08879999816	212	0.1%
Other values (5271)	150841	49.1%
(Missing)	154350	50.2%

Value	Count	Frequency (%)
0	299	0.1%
9.999999747 × 10^-5	4	< 0.1%
0.0001999999949	8	< 0.1%
0.0003000000142	10	< 0.1%
0.0003999999899	14	< 0.1%

Value	Count	Frequency (%)
1	149	< 0.1%
0.9987999797	1	< 0.1%
0.9959999919	1	< 0.1%
0.9930999875	8	< 0.1%
0.9919000268	2	< 0.1%

NONLIVINGAPARTMENTS_MEDI
Real number (ℝ)

Missing Zeros

Distinct	214
Distinct (%)	0.2%
Missing	213514
Missing (%)	69.4%
Infinite	0
Infinite (%)	0.0%
Mean	0.008651013291

Minimum	0
Maximum	1
Zeros	56097
Zeros (%)	18.2%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.003899999894
95-th percentile	0.03109999932
Maximum	1
Range	1
Interquartile range (IQR)	0.003899999894

Descriptive statistics

Standard deviation	0.04741473123
Coefficient of variation (CV)	5.480829776
Kurtosis	289.4924622
Mean	0.008651013291
Median Absolute Deviation (MAD)	0
Skewness	15.67199516
Sum	813.1692963
Variance	0.002248156583
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	56097	18.2%
0.003899999894	14126	4.6%
0.007799999788	6493	2.1%
0.01159999985	3788	1.2%
0.01549999975	2557	0.8%
0.01940000057	1696	0.6%
0.001900000032	1286	0.4%
0.02329999954	1202	0.4%
0.02720000036	864	0.3%
0.03109999932	731	0.2%
Other values (204)	5157	1.7%
(Missing)	213514	69.4%

Value	Count	Frequency (%)
0	56097	18.2%
0.001900000032	1286	0.4%
0.003899999894	14126	4.6%
0.005799999926	515	0.2%
0.007799999788	6493	2.1%

Value	Count	Frequency (%)
1	97	< 0.1%
0.997600019	4	< 0.1%
0.9937999845	1	< 0.1%
0.9782000184	3	< 0.1%
0.9627000093	2	< 0.1%

NONLIVINGAREA_MEDI
Real number (ℝ)

Missing Zeros

Distinct	3323
Distinct (%)	2.4%
Missing	169682
Missing (%)	55.2%
Infinite	0
Infinite (%)	0.0%
Mean	0.02823592062

Minimum	0
Maximum	1
Zeros	60954
Zeros (%)	19.8%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.003100000089
Q3	0.02659999952
95-th percentile	0.1295000017
Maximum	1
Range	1
Interquartile range (IQR)	0.02659999952

Descriptive statistics

Standard deviation	0.07016648352
Coefficient of variation (CV)	2.485007819
Kurtosis	63.65403748
Mean	0.02823592062
Median Absolute Deviation (MAD)	0.003100000089
Skewness	6.508831024
Sum	3891.728704
Variance	0.004923335277
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	60954	19.8%
0.001200000057	539	0.2%
0.002199999988	478	0.2%
0.003700000001	456	0.1%
0.004399999976	431	0.1%
0.001099999994	421	0.1%
0.004300000146	415	0.1%
0.003100000089	407	0.1%
0.001000000047	401	0.1%
0.002899999963	387	0.1%
Other values (3313)	72940	23.7%
(Missing)	169682	55.2%

Value	Count	Frequency (%)
0	60954	19.8%
9.999999747 × 10^-5	154	0.1%
0.0001999999949	81	< 0.1%
0.0003000000142	86	< 0.1%
0.0003999999899	147	< 0.1%

Value	Count	Frequency (%)
1	134	< 0.1%
0.996900022	1	< 0.1%
0.9792000055	2	< 0.1%
0.9789000154	1	< 0.1%
0.9758999944	5	< 0.1%

FONDKAPREMONT_MODE
Categorical

Missing

Distinct	4
Distinct (%)	< 0.1%
Missing	210295
Missing (%)	68.4%
Memory size	300.6 KiB

reg oper account	73830
reg oper spec account	12080
not specified	5687
org spec account	5619

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	reg oper account
2nd row	reg oper account
3rd row	reg oper account
4th row	reg oper account
5th row	reg oper account

Common Values

Value	Count	Frequency (%)
reg oper account	73830	24.0%
reg oper spec account	12080	3.9%
not specified	5687	1.8%
org spec account	5619	1.8%
(Missing)	210295	68.4%

Common Values (Plot)

HOUSETYPE_MODE
Categorical

Imbalance Missing

Distinct	3
Distinct (%)	< 0.1%
Missing	154297
Missing (%)	50.2%
Memory size	300.6 KiB

block of flats	150503
specific housing	1499
terraced house	1212

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	block of flats
2nd row	block of flats
3rd row	block of flats
4th row	block of flats
5th row	block of flats

Common Values

Value	Count	Frequency (%)
block of flats	150503	48.9%
specific housing	1499	0.5%
terraced house	1212	0.4%
(Missing)	154297	50.2%

Common Values (Plot)

TOTALAREA_MODE
Real number (ℝ)

Missing

Distinct	5116
Distinct (%)	3.2%
Missing	148431
Missing (%)	48.3%
Infinite	0
Infinite (%)	0.0%
Mean	0.1025466627

Minimum	0
Maximum	1
Zeros	582
Zeros (%)	0.2%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0.006699999794
Q1	0.04120000079
median	0.06880000234
Q3	0.1275999993
95-th percentile	0.3091999888
Maximum	1
Range	1
Interquartile range (IQR)	0.08639999852

Descriptive statistics

Standard deviation	0.1074623242
Coefficient of variation (CV)	1.04793585
Kurtosis	12.16752911
Mean	0.1025466627
Median Absolute Deviation (MAD)	0.03749999404
Skewness	2.797571421
Sum	16313.1231
Variance	0.01154815126
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	582	0.2%
0.05700000003	247	0.1%
0.05469999835	230	0.1%
0.05480000004	227	0.1%
0.0549999997	227	0.1%
0.05550000072	227	0.1%
0.05510000139	225	0.1%
0.05730000138	220	0.1%
0.05539999902	220	0.1%
0.05660000071	219	0.1%
Other values (5106)	156456	50.9%
(Missing)	148431	48.3%

Value	Count	Frequency (%)
0	582	0.2%
9.999999747 × 10^-5	10	< 0.1%
0.0001999999949	4	< 0.1%
0.0003000000142	24	< 0.1%
0.0003999999899	18	< 0.1%

Value	Count	Frequency (%)
1	155	0.1%
0.9973000288	1	< 0.1%
0.9930999875	1	< 0.1%
0.9919999838	1	< 0.1%
0.9789999723	2	< 0.1%

WALLSMATERIAL_MODE
Categorical

Missing

Distinct	7
Distinct (%)	< 0.1%
Missing	156341
Missing (%)	50.8%
Memory size	300.8 KiB

Panel	66040
Stone, brick	64815
Block	9253
Wooden	5362
Mixed	2296
Other values (2)	3404

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Stone, brick
2nd row	Block
3rd row	Panel
4th row	Panel
5th row	Stone, brick

Common Values

Value	Count	Frequency (%)
Panel	66040	21.5%
Stone, brick	64815	21.1%
Block	9253	3.0%
Wooden	5362	1.7%
Mixed	2296	0.7%
Monolithic	1779	0.6%
Others	1625	0.5%
(Missing)	156341	50.8%

Common Values (Plot)

EMERGENCYSTATE_MODE
Categorical

Imbalance Missing

Distinct	2
Distinct (%)	< 0.1%
Missing	145755
Missing (%)	47.4%
Memory size	300.6 KiB

No	159428
Yes	2328

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	No
2nd row	No
3rd row	No
4th row	No
5th row	No

Common Values

Value	Count	Frequency (%)
No	159428	51.8%
Yes	2328	0.8%
(Missing)	145755	47.4%

Common Values (Plot)

OBS_30_CNT_SOCIAL_CIRCLE
Real number (ℝ)

Zeros

Distinct	33
Distinct (%)	< 0.1%
Missing	1021
Missing (%)	0.3%
Infinite	0
Infinite (%)	0.0%
Mean	1.422245424

Minimum	0
Maximum	348
Zeros	163910
Zeros (%)	53.3%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	2
95-th percentile	6
Maximum	348
Range	348
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	2.400988817
Coefficient of variation (CV)	1.688167722
Kurtosis	1424.815674
Mean	1.422245424
Median Absolute Deviation (MAD)	0
Skewness	12.13959885
Sum	435904
Variance	5.764747143
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=33)

Value	Count	Frequency (%)
0	163910	53.3%
1	48783	15.9%
2	29808	9.7%
3	20322	6.6%
4	14143	4.6%
5	9553	3.1%
6	6453	2.1%
7	4390	1.4%
8	2967	1.0%
9	2003	0.7%
Other values (23)	4158	1.4%

Value	Count	Frequency (%)
0	163910	53.3%
1	48783	15.9%
2	29808	9.7%
3	20322	6.6%
4	14143	4.6%

Value	Count	Frequency (%)
348	1	< 0.1%
47	1	< 0.1%
30	2	< 0.1%
29	1	< 0.1%
28	1	< 0.1%

DEF_30_CNT_SOCIAL_CIRCLE
Real number (ℝ)

Zeros

Distinct	10
Distinct (%)	< 0.1%
Missing	1021
Missing (%)	0.3%
Infinite	0
Infinite (%)	0.0%
Mean	0.1434206663

Minimum	0
Maximum	34
Zeros	271324
Zeros (%)	88.2%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	34
Range	34
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.4466983974
Coefficient of variation (CV)	3.114602721
Kurtosis	126.3124466
Mean	0.1434206663
Median Absolute Deviation (MAD)	0
Skewness	5.183517933
Sum	43957
Variance	0.1995394677
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	271324	88.2%
1	28328	9.2%
2	5323	1.7%
3	1192	0.4%
4	253	0.1%
5	56	< 0.1%
6	11	< 0.1%
7	1	< 0.1%
34	1	< 0.1%
8	1	< 0.1%
(Missing)	1021	0.3%

Value	Count	Frequency (%)
0	271324	88.2%
1	28328	9.2%
2	5323	1.7%
3	1192	0.4%
4	253	0.1%

Value	Count	Frequency (%)
34	1	< 0.1%
8	1	< 0.1%
7	1	< 0.1%
6	11	< 0.1%
5	56	< 0.1%

OBS_60_CNT_SOCIAL_CIRCLE
Real number (ℝ)

Zeros

Distinct	33
Distinct (%)	< 0.1%
Missing	1021
Missing (%)	0.3%
Infinite	0
Infinite (%)	0.0%
Mean	1.405292179

Minimum	0
Maximum	344
Zeros	164666
Zeros (%)	53.5%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	2
95-th percentile	6
Maximum	344
Range	344
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	2.379803419
Coefficient of variation (CV)	1.693458097
Kurtosis	1409.704346
Mean	1.405292179
Median Absolute Deviation (MAD)	0
Skewness	12.07082748
Sum	430708
Variance	5.663464069
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=33)

Value	Count	Frequency (%)
0	164666	53.5%
1	48870	15.9%
2	29766	9.7%
3	20215	6.6%
4	13946	4.5%
5	9463	3.1%
6	6349	2.1%
7	4344	1.4%
8	2886	0.9%
9	1959	0.6%
Other values (23)	4026	1.3%

Value	Count	Frequency (%)
0	164666	53.5%
1	48870	15.9%
2	29766	9.7%
3	20215	6.6%
4	13946	4.5%

Value	Count	Frequency (%)
344	1	< 0.1%
47	1	< 0.1%
30	1	< 0.1%
29	2	< 0.1%
28	1	< 0.1%

DEF_60_CNT_SOCIAL_CIRCLE
Real number (ℝ)

Zeros

Distinct	9
Distinct (%)	< 0.1%
Missing	1021
Missing (%)	0.3%
Infinite	0
Infinite (%)	0.0%
Mean	0.1000489412

Minimum	0
Maximum	24
Zeros	280721
Zeros (%)	91.3%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	24
Range	24
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.3622907996
Coefficient of variation (CV)	3.621135768
Kurtosis	86.56286621
Mean	0.1000489412
Median Absolute Deviation (MAD)	0
Skewness	5.277878284
Sum	30664
Variance	0.1312546283
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
0	280721	91.3%
1	21841	7.1%
2	3170	1.0%
3	598	0.2%
4	135	< 0.1%
5	20	< 0.1%
6	3	< 0.1%
7	1	< 0.1%
24	1	< 0.1%
(Missing)	1021	0.3%

Value	Count	Frequency (%)
0	280721	91.3%
1	21841	7.1%
2	3170	1.0%
3	598	0.2%
4	135	< 0.1%

Value	Count	Frequency (%)
24	1	< 0.1%
7	1	< 0.1%
6	3	< 0.1%
5	20	< 0.1%
4	135	< 0.1%

DAYS_LAST_PHONE_CHANGE
Real number (ℝ)

Zeros

Distinct	3773
Distinct (%)	1.2%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	-962.8587883

Minimum	-4292
Maximum	0
Zeros	37672
Zeros (%)	12.3%
Negative	269838
Negative (%)	87.7%
Memory size	1.2 MiB

Quantile statistics

Minimum	-4292
5-th percentile	-2522
Q1	-1570
median	-757
Q3	-274
95-th percentile	0
Maximum	0
Range	4292
Interquartile range (IQR)	1296

Descriptive statistics

Standard deviation	826.8085327
Coefficient of variation (CV)	-0.8587017564
Kurtosis	-0.3085799813
Mean	-962.8587883
Median Absolute Deviation (MAD)	627
Skewness	-0.7136057019
Sum	-296088706
Variance	683612.3125
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	37672	12.3%
-1	2812	0.9%
-2	2318	0.8%
-3	1763	0.6%
-4	1285	0.4%
-5	824	0.3%
-6	537	0.2%
-7	442	0.1%
-8	278	0.1%
-476	222	0.1%
Other values (3763)	259357	84.3%

Value	Count	Frequency (%)
-4292	1	< 0.1%
-4185	1	< 0.1%
-4173	1	< 0.1%
-4153	1	< 0.1%
-4131	1	< 0.1%

Value	Count	Frequency (%)
0	37672	12.3%
-1	2812	0.9%
-2	2318	0.8%
-3	1763	0.6%
-4	1285	0.4%

FLAG_DOCUMENT_2
Real number (ℝ)

Skewed Zeros

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.227491049 × 10^-5

Minimum	0
Maximum	1
Zeros	307498
Zeros (%)	> 99.9%
Negative	0
Negative (%)	0.0%
Memory size	300.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.006501789045
Coefficient of variation (CV)	153.7978193
Kurtosis	23650.07691
Mean	4.227491049 × 10^-5
Median Absolute Deviation (MAD)	0
Skewness	153.7918174
Sum	13
Variance	4.227326079 × 10^-5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	307498	> 99.9%
1	13	< 0.1%

Value	Count	Frequency (%)
0	307498	> 99.9%
1	13	< 0.1%

Value	Count	Frequency (%)
1	13	< 0.1%
0	307498	> 99.9%

FLAG_DOCUMENT_3
Real number (ℝ)

Zeros

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.7100233813

Minimum	0
Maximum	1
Zeros	89171
Zeros (%)	29.0%
Negative	0
Negative (%)	0.0%
Memory size	300.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.4537519684
Coefficient of variation (CV)	0.6390662342
Kurtosis	-1.143040848
Mean	0.7100233813
Median Absolute Deviation (MAD)	0
Skewness	-0.9257248975
Sum	218340
Variance	0.2058908489
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
1	218340	71.0%
0	89171	29.0%

Value	Count	Frequency (%)
0	89171	29.0%
1	218340	71.0%

Value	Count	Frequency (%)
1	218340	71.0%
0	89171	29.0%

FLAG_DOCUMENT_4
Real number (ℝ)

Skewed Zeros

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.129790479 × 10^-5

Minimum	0
Maximum	1
Zeros	307486
Zeros (%)	> 99.9%
Negative	0
Negative (%)	0.0%
Memory size	300.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.009016183217
Coefficient of variation (CV)	110.9030207
Kurtosis	12295.64002
Mean	8.129790479 × 10^-5
Median Absolute Deviation (MAD)	0
Skewness	110.8943644
Sum	25
Variance	8.129155979 × 10^-5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	307486	> 99.9%
1	25	< 0.1%

Value	Count	Frequency (%)
0	307486	> 99.9%
1	25	< 0.1%

Value	Count	Frequency (%)
1	25	< 0.1%
0	307486	> 99.9%

FLAG_DOCUMENT_5
Real number (ℝ)

Zeros

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.01511490646

Minimum	0
Maximum	1
Zeros	302863
Zeros (%)	98.5%
Negative	0
Negative (%)	0.0%
Memory size	300.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.1220102228
Coefficient of variation (CV)	8.072178491
Kurtosis	61.17621478
Mean	0.01511490646
Median Absolute Deviation (MAD)	0
Skewness	7.94832164
Sum	4648
Variance	0.01488649447
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	302863	98.5%
1	4648	1.5%

Value	Count	Frequency (%)
0	302863	98.5%
1	4648	1.5%

Value	Count	Frequency (%)
1	4648	1.5%
0	302863	98.5%

FLAG_DOCUMENT_6
Real number (ℝ)

Zeros

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.08805538664

Minimum	0
Maximum	1
Zeros	280433
Zeros (%)	91.2%
Negative	0
Negative (%)	0.0%
Memory size	300.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.2833758929
Coefficient of variation (CV)	3.218155114
Kurtosis	6.453170922
Mean	0.08805538664
Median Absolute Deviation (MAD)	0
Skewness	2.907426517
Sum	27078
Variance	0.08030189666
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	280433	91.2%
1	27078	8.8%

Value	Count	Frequency (%)
0	280433	91.2%
1	27078	8.8%

Value	Count	Frequency (%)
1	27078	8.8%
0	280433	91.2%

FLAG_DOCUMENT_7
Real number (ℝ)

Skewed Zeros

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0001918630553

Minimum	0
Maximum	1
Zeros	307452
Zeros (%)	> 99.9%
Negative	0
Negative (%)	0.0%
Memory size	300.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.01385015768
Coefficient of variation (CV)	72.18772606
Kurtosis	5207.135724
Mean	0.0001918630553
Median Absolute Deviation (MAD)	0
Skewness	72.17410795
Sum	59
Variance	0.0001918268677
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	307452	> 99.9%
1	59	< 0.1%

Value	Count	Frequency (%)
0	307452	> 99.9%
1	59	< 0.1%

Value	Count	Frequency (%)
1	59	< 0.1%
0	307452	> 99.9%

FLAG_DOCUMENT_8
Real number (ℝ)

Zeros

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.08137595078

Minimum	0
Maximum	1
Zeros	282487
Zeros (%)	91.9%
Negative	0
Negative (%)	0.0%
Memory size	300.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.2734120489
Coefficient of variation (CV)	3.359863035
Kurtosis	7.377366974
Mean	0.08137595078
Median Absolute Deviation (MAD)	0
Skewness	3.062240845
Sum	25024
Variance	0.07475414851
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	282487	91.9%
1	25024	8.1%

Value	Count	Frequency (%)
0	282487	91.9%
1	25024	8.1%

Value	Count	Frequency (%)
1	25024	8.1%
0	282487	91.9%

FLAG_DOCUMENT_9
Real number (ℝ)

Zeros

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.003895795598

Minimum	0
Maximum	1
Zeros	306313
Zeros (%)	99.6%
Negative	0
Negative (%)	0.0%
Memory size	300.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.0622947108
Coefficient of variation (CV)	15.99024108
Kurtosis	251.6950013
Mean	0.003895795598
Median Absolute Deviation (MAD)	0
Skewness	15.92775453
Sum	1198
Variance	0.003880630994
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	306313	99.6%
1	1198	0.4%

Value	Count	Frequency (%)
0	306313	99.6%
1	1198	0.4%

Value	Count	Frequency (%)
1	1198	0.4%
0	306313	99.6%

FLAG_DOCUMENT_10
Real number (ℝ)

Skewed Zeros

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.276341334 × 10^-5

Minimum	0
Maximum	1
Zeros	307504
Zeros (%)	> 99.9%
Negative	0
Negative (%)	0.0%
Memory size	300.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.004771055354
Coefficient of variation (CV)	209.5931433
Kurtosis	43925.85711
Mean	2.276341334 × 10^-5
Median Absolute Deviation (MAD)	0
Skewness	209.5890537
Sum	7
Variance	2.276296919 × 10^-5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	307504	> 99.9%
1	7	< 0.1%

Value	Count	Frequency (%)
0	307504	> 99.9%
1	7	< 0.1%

Value	Count	Frequency (%)
1	7	< 0.1%
0	307504	> 99.9%

FLAG_DOCUMENT_11
Real number (ℝ)

Zeros

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.003912055179

Minimum	0
Maximum	1
Zeros	306308
Zeros (%)	99.6%
Negative	0
Negative (%)	0.0%
Memory size	300.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.06242406327
Coefficient of variation (CV)	15.95684632
Kurtosis	250.6281384
Mean	0.003912055179
Median Absolute Deviation (MAD)	0
Skewness	15.89422878
Sum	1203
Variance	0.003896763675
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	306308	99.6%
1	1203	0.4%

Value	Count	Frequency (%)
0	306308	99.6%
1	1203	0.4%

Value	Count	Frequency (%)
1	1203	0.4%
0	306308	99.6%

FLAG_DOCUMENT_12
Real number (ℝ)

Skewed Zeros

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.503832383 × 10^-6

Minimum	0
Maximum	1
Zeros	307509
Zeros (%)	> 99.9%
Negative	0
Negative (%)	0.0%
Memory size	300.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.002550257092
Coefficient of variation (CV)	392.1160542
Kurtosis	153753
Mean	6.503832383 × 10^-6
Median Absolute Deviation (MAD)	0
Skewness	392.1147791
Sum	2
Variance	6.503811233 × 10^-6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	307509	> 99.9%
1	2	< 0.1%

Value	Count	Frequency (%)
0	307509	> 99.9%
1	2	< 0.1%

Value	Count	Frequency (%)
1	2	< 0.1%
0	307509	> 99.9%

FLAG_DOCUMENT_13
Real number (ℝ)

Zeros

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.003525077152

Minimum	0
Maximum	1
Zeros	306427
Zeros (%)	99.6%
Negative	0
Negative (%)	0.0%
Memory size	300.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.05926771807
Coefficient of variation (CV)	16.81316905
Kurtosis	278.6898227
Mean	0.003525077152
Median Absolute Deviation (MAD)	0
Skewness	16.75374615
Sum	1084
Variance	0.003512662406
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	306427	99.6%
1	1084	0.4%

Value	Count	Frequency (%)
0	306427	99.6%
1	1084	0.4%

Value	Count	Frequency (%)
1	1084	0.4%
0	306427	99.6%

FLAG_DOCUMENT_14
Real number (ℝ)

Zeros

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.002936480321

Minimum	0
Maximum	1
Zeros	306608
Zeros (%)	99.7%
Negative	0
Negative (%)	0.0%
Memory size	300.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.05410976738
Coefficient of variation (CV)	18.42674272
Kurtosis	335.5521636
Mean	0.002936480321
Median Absolute Deviation (MAD)	0
Skewness	18.37253334
Sum	903
Variance	0.002927866926
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	306608	99.7%
1	903	0.3%

Value	Count	Frequency (%)
0	306608	99.7%
1	903	0.3%

Value	Count	Frequency (%)
1	903	0.3%
0	306608	99.7%

FLAG_DOCUMENT_15
Real number (ℝ)

Skewed Zeros

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.001209712823

Minimum	0
Maximum	1
Zeros	307139
Zeros (%)	99.9%
Negative	0
Negative (%)	0.0%
Memory size	300.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.03475993883
Coefficient of variation (CV)	28.7340418
Kurtosis	821.6570635
Mean	0.001209712823
Median Absolute Deviation (MAD)	0
Skewness	28.69933309
Sum	372
Variance	0.001208253347
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	307139	99.9%
1	372	0.1%

Value	Count	Frequency (%)
0	307139	99.9%
1	372	0.1%

Value	Count	Frequency (%)
1	372	0.1%
0	307139	99.9%

FLAG_DOCUMENT_16
Real number (ℝ)

Zeros

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.009928100133

Minimum	0
Maximum	1
Zeros	304458
Zeros (%)	99.0%
Negative	0
Negative (%)	0.0%
Memory size	300.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.09914416234
Coefficient of variation (CV)	9.986217001
Kurtosis	95.73580948
Mean	0.009928100133
Median Absolute Deviation (MAD)	0
Skewness	9.886110804
Sum	3053
Variance	0.009829564926
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	304458	99.0%
1	3053	1.0%

Value	Count	Frequency (%)
0	304458	99.0%
1	3053	1.0%

Value	Count	Frequency (%)
1	3053	1.0%
0	304458	99.0%

FLAG_DOCUMENT_17
Real number (ℝ)

Skewed Zeros

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0002666571277

Minimum	0
Maximum	1
Zeros	307429
Zeros (%)	> 99.9%
Negative	0
Negative (%)	0.0%
Memory size	300.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.01632748874
Coefficient of variation (CV)	61.23027305
Kurtosis	3745.195328
Mean	0.0002666571277
Median Absolute Deviation (MAD)	0
Skewness	61.21414027
Sum	82
Variance	0.0002665868886
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	307429	> 99.9%
1	82	< 0.1%

Value	Count	Frequency (%)
0	307429	> 99.9%
1	82	< 0.1%

Value	Count	Frequency (%)
1	82	< 0.1%
0	307429	> 99.9%

FLAG_DOCUMENT_18
Real number (ℝ)

Zeros

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.008129790479

Minimum	0
Maximum	1
Zeros	305011
Zeros (%)	99.2%
Negative	0
Negative (%)	0.0%
Memory size	300.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.08979823611
Coefficient of variation (CV)	11.04557815
Kurtosis	118.0145348
Mean	0.008129790479
Median Absolute Deviation (MAD)	0
Skewness	10.95507952
Sum	2500
Variance	0.008063723208
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	305011	99.2%
1	2500	0.8%

Value	Count	Frequency (%)
0	305011	99.2%
1	2500	0.8%

Value	Count	Frequency (%)
1	2500	0.8%
0	305011	99.2%

FLAG_DOCUMENT_19
Real number (ℝ)

Skewed Zeros

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0005951006631

Minimum	0
Maximum	1
Zeros	307328
Zeros (%)	99.9%
Negative	0
Negative (%)	0.0%
Memory size	300.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.02438746507
Coefficient of variation (CV)	40.98040311
Kurtosis	1675.415835
Mean	0.0005951006631
Median Absolute Deviation (MAD)	0
Skewness	40.95613431
Sum	183
Variance	0.0005947484523
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	307328	99.9%
1	183	0.1%

Value	Count	Frequency (%)
0	307328	99.9%
1	183	0.1%

Value	Count	Frequency (%)
1	183	0.1%
0	307328	99.9%

FLAG_DOCUMENT_20
Real number (ℝ)

Skewed Zeros

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0005072989259

Minimum	0
Maximum	1
Zeros	307355
Zeros (%)	99.9%
Negative	0
Negative (%)	0.0%
Memory size	300.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.02251762027
Coefficient of variation (CV)	44.38728158
Kurtosis	1966.256856
Mean	0.0005072989259
Median Absolute Deviation (MAD)	0
Skewness	44.3648968
Sum	156
Variance	0.0005070432226
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	307355	99.9%
1	156	0.1%

Value	Count	Frequency (%)
0	307355	99.9%
1	156	0.1%

Value	Count	Frequency (%)
1	156	0.1%
0	307355	99.9%

FLAG_DOCUMENT_21
Real number (ℝ)

Skewed Zeros

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0003349473677

Minimum	0
Maximum	1
Zeros	307408
Zeros (%)	> 99.9%
Negative	0
Negative (%)	0.0%
Memory size	300.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.01829853182
Coefficient of variation (CV)	54.63106621
Kurtosis	2980.592507
Mean	0.0003349473677
Median Absolute Deviation (MAD)	0
Skewness	54.61293914
Sum	103
Variance	0.0003348362669
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	307408	> 99.9%
1	103	< 0.1%

Value	Count	Frequency (%)
0	307408	> 99.9%
1	103	< 0.1%

Value	Count	Frequency (%)
1	103	< 0.1%
0	307408	> 99.9%

AMT_REQ_CREDIT_BUREAU_HOUR
Real number (ℝ)

Missing Zeros

Distinct	5
Distinct (%)	< 0.1%
Missing	41519
Missing (%)	13.5%
Infinite	0
Infinite (%)	0.0%
Mean	0.006402448194

Minimum	0
Maximum	4
Zeros	264366
Zeros (%)	86.0%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	4
Range	4
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.08384913951
Coefficient of variation (CV)	13.09641827
Kurtosis	254.2436066
Mean	0.006402448194
Median Absolute Deviation (MAD)	0
Skewness	14.53406143
Sum	1703
Variance	0.007030677982
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=5)

Value	Count	Frequency (%)
0	264366	86.0%
1	1560	0.5%
2	56	< 0.1%
3	9	< 0.1%
4	1	< 0.1%
(Missing)	41519	13.5%

Value	Count	Frequency (%)
0	264366	86.0%
1	1560	0.5%
2	56	< 0.1%
3	9	< 0.1%
4	1	< 0.1%

Value	Count	Frequency (%)
4	1	< 0.1%
3	9	< 0.1%
2	56	< 0.1%
1	1560	0.5%
0	264366	86.0%

AMT_REQ_CREDIT_BUREAU_DAY
Real number (ℝ)

Missing Skewed Zeros

Distinct	9
Distinct (%)	< 0.1%
Missing	41519
Missing (%)	13.5%
Infinite	0
Infinite (%)	0.0%
Mean	0.007000210533

Minimum	0
Maximum	9
Zeros	264503
Zeros (%)	86.0%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	9
Range	9
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.1107574031
Coefficient of variation (CV)	15.82201029
Kurtosis	1151.867554
Mean	0.007000210533
Median Absolute Deviation (MAD)	0
Skewness	27.04350471
Sum	1862
Variance	0.01226720214
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
0	264503	86.0%
1	1292	0.4%
2	106	< 0.1%
3	45	< 0.1%
4	26	< 0.1%
5	9	< 0.1%
6	8	< 0.1%
9	2	< 0.1%
8	1	< 0.1%
(Missing)	41519	13.5%

Value	Count	Frequency (%)
0	264503	86.0%
1	1292	0.4%
2	106	< 0.1%
3	45	< 0.1%
4	26	< 0.1%

Value	Count	Frequency (%)
9	2	< 0.1%
8	1	< 0.1%
6	8	< 0.1%
5	9	< 0.1%
4	26	< 0.1%

AMT_REQ_CREDIT_BUREAU_WEEK
Real number (ℝ)

Missing Zeros

Distinct	9
Distinct (%)	< 0.1%
Missing	41519
Missing (%)	13.5%
Infinite	0
Infinite (%)	0.0%
Mean	0.0343619357

Minimum	0
Maximum	8
Zeros	257456
Zeros (%)	83.7%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	8
Range	8
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.2046848834
Coefficient of variation (CV)	5.956733205
Kurtosis	166.752243
Mean	0.0343619357
Median Absolute Deviation (MAD)	0
Skewness	9.293572426
Sum	9140
Variance	0.04189590365
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
0	257456	83.7%
1	8208	2.7%
2	199	0.1%
3	58	< 0.1%
4	34	< 0.1%
6	20	< 0.1%
5	10	< 0.1%
8	5	< 0.1%
7	2	< 0.1%
(Missing)	41519	13.5%

Value	Count	Frequency (%)
0	257456	83.7%
1	8208	2.7%
2	199	0.1%
3	58	< 0.1%
4	34	< 0.1%

Value	Count	Frequency (%)
8	5	< 0.1%
7	2	< 0.1%
6	20	< 0.1%
5	10	< 0.1%
4	34	< 0.1%

AMT_REQ_CREDIT_BUREAU_MON
Real number (ℝ)

Missing Zeros

Distinct	24
Distinct (%)	< 0.1%
Missing	41519
Missing (%)	13.5%
Infinite	0
Infinite (%)	0.0%
Mean	0.26739526

Minimum	0
Maximum	27
Zeros	222233
Zeros (%)	72.3%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	27
Range	27
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.9160023928
Coefficient of variation (CV)	3.425649328
Kurtosis	90.43486023
Mean	0.26739526
Median Absolute Deviation (MAD)	0
Skewness	7.804848194
Sum	71125
Variance	0.8390604258
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
0	222233	72.3%
1	33147	10.8%
2	5386	1.8%
3	1991	0.6%
4	1076	0.3%
5	602	0.2%
6	343	0.1%
7	298	0.1%
9	206	0.1%
8	185	0.1%
Other values (14)	525	0.2%
(Missing)	41519	13.5%

Value	Count	Frequency (%)
0	222233	72.3%
1	33147	10.8%
2	5386	1.8%
3	1991	0.6%
4	1076	0.3%

Value	Count	Frequency (%)
27	1	< 0.1%
24	1	< 0.1%
23	1	< 0.1%
22	1	< 0.1%
19	3	< 0.1%

AMT_REQ_CREDIT_BUREAU_QRT
Real number (ℝ)

Missing Skewed Zeros

Distinct	11
Distinct (%)	< 0.1%
Missing	41519
Missing (%)	13.5%
Infinite	0
Infinite (%)	0.0%
Mean	0.2654741496

Minimum	0
Maximum	261
Zeros	215417
Zeros (%)	70.1%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	2
Maximum	261
Range	261
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.7940556407
Coefficient of variation (CV)	2.991084601
Kurtosis	43707.46094
Mean	0.2654741496
Median Absolute Deviation (MAD)	0
Skewness	134.3657684
Sum	70614
Variance	0.6305243969
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
0	215417	70.1%
1	33862	11.0%
2	14412	4.7%
3	1717	0.6%
4	476	0.2%
5	64	< 0.1%
6	28	< 0.1%
8	7	< 0.1%
7	7	< 0.1%
261	1	< 0.1%
(Missing)	41519	13.5%

Value	Count	Frequency (%)
0	215417	70.1%
1	33862	11.0%
2	14412	4.7%
3	1717	0.6%
4	476	0.2%

Value	Count	Frequency (%)
261	1	< 0.1%
19	1	< 0.1%
8	7	< 0.1%
7	7	< 0.1%
6	28	< 0.1%

AMT_REQ_CREDIT_BUREAU_YEAR
Real number (ℝ)

Missing Zeros

Distinct	25
Distinct (%)	< 0.1%
Missing	41519
Missing (%)	13.5%
Infinite	0
Infinite (%)	0.0%
Mean	1.899974435

Minimum	0
Maximum	25
Zeros	71801
Zeros (%)	23.3%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	3
95-th percentile	6
Maximum	25
Range	25
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	1.869295001
Coefficient of variation (CV)	0.9838527121
Kurtosis	1.969033957
Mean	1.899974435
Median Absolute Deviation (MAD)	1
Skewness	1.243589997
Sum	505378
Variance	3.494263649
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=25)

Value	Count	Frequency (%)
0	71801	23.3%
1	63405	20.6%
2	50192	16.3%
3	33628	10.9%
4	20714	6.7%
5	12052	3.9%
6	6967	2.3%
7	3869	1.3%
8	2127	0.7%
9	1096	0.4%
Other values (15)	141	< 0.1%
(Missing)	41519	13.5%

Value	Count	Frequency (%)
0	71801	23.3%
1	63405	20.6%
2	50192	16.3%
3	33628	10.9%
4	20714	6.7%

Value	Count	Frequency (%)
25	1	< 0.1%
23	1	< 0.1%
22	1	< 0.1%
21	1	< 0.1%
20	1	< 0.1%

Overview

Variables

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Common Values

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Common Values

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